{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "DUCOkwGT-dsm"
   },
   "outputs": [],
   "source": [
    "#!/usr/bin/env python\n",
    "# coding: utf-8\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['figure.figsize'] = 10,10\n",
    "\n",
    "from scipy.ndimage.interpolation import zoom\n",
    "import ResNet\n",
    "import gradcamutils\n",
    "import numpy as np\n",
    "import os\n",
    "from PIL import Image\n",
    "import innvestigate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "# use this environment flag to change which GPU to use \n",
    "os.environ[\"CUDA_VISIBLE_DEVICES\"]= \"-1\"  # specify which GPU(s) to be used"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "def createOrRestoreModel(): \n",
    "    resnet = ResNet.ResNet18((224,224,3),4, False)\n",
    "\n",
    "    resnet.summary()\n",
    "    resnet.load_weights(\"ResNet18_COVID19.h5\") #load weights\n",
    "\n",
    "    model = resnet\n",
    "\n",
    "    return model "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "def readTestImage(img_path): \n",
    "    img = Image.open(img_path) #open image you want to visualize \"1238_R.png\"\n",
    "\n",
    "    img = np.array(img.resize((224,224), Image.ANTIALIAS))\n",
    "    imgArr = img.reshape(1,224,224,3)#open image you want to visualize\n",
    "    imgNormalized = imgArr / 255.\n",
    "    \n",
    "    return img, imgArr, imgNormalized"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_path = \"/images/1312A392-67A3-4EBF-9319-810CF6DA5EF6.jpeg\"\n",
    "img, imgArr, imgNormalized = readTestImage(img_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1, 224, 224, 3)"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imgNormalized.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "reshaping via a convolution...\n",
      "reshaping via a convolution...\n",
      "reshaping via a convolution...\n",
      "reshaping via a convolution...\n",
      "Model: \"model_16\"\n",
      "__________________________________________________________________________________________________\n",
      "Layer (type)                    Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      "input_6 (InputLayer)            (None, 224, 224, 3)  0                                            \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_101 (Conv2D)             (None, 112, 112, 64) 9472        input_6[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_106 (BatchN (None, 112, 112, 64) 256         conv2d_101[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_86 (Activation)      (None, 112, 112, 64) 0           batch_normalization_106[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "max_pooling2d_6 (MaxPooling2D)  (None, 56, 56, 64)   0           activation_86[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "res0a_branch2a (Conv2D)         (None, 28, 28, 64)   36928       max_pooling2d_6[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_107 (BatchN (None, 28, 28, 64)   256         res0a_branch2a[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_103 (Conv2D)             (None, 28, 28, 64)   4160        max_pooling2d_6[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_87 (Activation)      (None, 28, 28, 64)   0           batch_normalization_107[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_108 (BatchN (None, 28, 28, 64)   256         conv2d_103[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_102 (Conv2D)             (None, 28, 28, 64)   36928       activation_87[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "add_281 (Add)                   (None, 28, 28, 64)   0           batch_normalization_108[0][0]    \n",
      "                                                                 conv2d_102[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_109 (BatchN (None, 28, 28, 64)   256         add_281[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "activation_88 (Activation)      (None, 28, 28, 64)   0           batch_normalization_109[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_104 (Conv2D)             (None, 28, 28, 64)   36928       activation_88[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_110 (BatchN (None, 28, 28, 64)   256         conv2d_104[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_89 (Activation)      (None, 28, 28, 64)   0           batch_normalization_110[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_105 (Conv2D)             (None, 28, 28, 64)   36928       activation_89[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "add_282 (Add)                   (None, 28, 28, 64)   0           add_281[0][0]                    \n",
      "                                                                 conv2d_105[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_111 (BatchN (None, 28, 28, 64)   256         add_282[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "activation_90 (Activation)      (None, 28, 28, 64)   0           batch_normalization_111[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_106 (Conv2D)             (None, 14, 14, 128)  73856       activation_90[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_112 (BatchN (None, 14, 14, 128)  512         conv2d_106[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_108 (Conv2D)             (None, 14, 14, 128)  8320        add_282[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "activation_91 (Activation)      (None, 14, 14, 128)  0           batch_normalization_112[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_113 (BatchN (None, 14, 14, 128)  512         conv2d_108[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_107 (Conv2D)             (None, 14, 14, 128)  147584      activation_91[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "add_283 (Add)                   (None, 14, 14, 128)  0           batch_normalization_113[0][0]    \n",
      "                                                                 conv2d_107[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_114 (BatchN (None, 14, 14, 128)  512         add_283[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "activation_92 (Activation)      (None, 14, 14, 128)  0           batch_normalization_114[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_109 (Conv2D)             (None, 14, 14, 128)  147584      activation_92[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_115 (BatchN (None, 14, 14, 128)  512         conv2d_109[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_93 (Activation)      (None, 14, 14, 128)  0           batch_normalization_115[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_110 (Conv2D)             (None, 14, 14, 128)  147584      activation_93[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "add_284 (Add)                   (None, 14, 14, 128)  0           add_283[0][0]                    \n",
      "                                                                 conv2d_110[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_116 (BatchN (None, 14, 14, 128)  512         add_284[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "activation_94 (Activation)      (None, 14, 14, 128)  0           batch_normalization_116[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_111 (Conv2D)             (None, 7, 7, 256)    295168      activation_94[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_117 (BatchN (None, 7, 7, 256)    1024        conv2d_111[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_113 (Conv2D)             (None, 7, 7, 256)    33024       add_284[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "activation_95 (Activation)      (None, 7, 7, 256)    0           batch_normalization_117[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_118 (BatchN (None, 7, 7, 256)    1024        conv2d_113[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_112 (Conv2D)             (None, 7, 7, 256)    590080      activation_95[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "add_285 (Add)                   (None, 7, 7, 256)    0           batch_normalization_118[0][0]    \n",
      "                                                                 conv2d_112[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_119 (BatchN (None, 7, 7, 256)    1024        add_285[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "activation_96 (Activation)      (None, 7, 7, 256)    0           batch_normalization_119[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_114 (Conv2D)             (None, 7, 7, 256)    590080      activation_96[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_120 (BatchN (None, 7, 7, 256)    1024        conv2d_114[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_97 (Activation)      (None, 7, 7, 256)    0           batch_normalization_120[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_115 (Conv2D)             (None, 7, 7, 256)    590080      activation_97[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "add_286 (Add)                   (None, 7, 7, 256)    0           add_285[0][0]                    \n",
      "                                                                 conv2d_115[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_121 (BatchN (None, 7, 7, 256)    1024        add_286[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "activation_98 (Activation)      (None, 7, 7, 256)    0           batch_normalization_121[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_116 (Conv2D)             (None, 4, 4, 512)    1180160     activation_98[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_122 (BatchN (None, 4, 4, 512)    2048        conv2d_116[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_118 (Conv2D)             (None, 4, 4, 512)    131584      add_286[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "activation_99 (Activation)      (None, 4, 4, 512)    0           batch_normalization_122[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_123 (BatchN (None, 4, 4, 512)    2048        conv2d_118[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_117 (Conv2D)             (None, 4, 4, 512)    2359808     activation_99[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "add_287 (Add)                   (None, 4, 4, 512)    0           batch_normalization_123[0][0]    \n",
      "                                                                 conv2d_117[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_124 (BatchN (None, 4, 4, 512)    2048        add_287[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "activation_100 (Activation)     (None, 4, 4, 512)    0           batch_normalization_124[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_119 (Conv2D)             (None, 4, 4, 512)    2359808     activation_100[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_125 (BatchN (None, 4, 4, 512)    2048        conv2d_119[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_101 (Activation)     (None, 4, 4, 512)    0           batch_normalization_125[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_120 (Conv2D)             (None, 4, 4, 512)    2359808     activation_101[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "add_288 (Add)                   (None, 4, 4, 512)    0           add_287[0][0]                    \n",
      "                                                                 conv2d_120[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_126 (BatchN (None, 4, 4, 512)    2048        add_288[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "activation_102 (Activation)     (None, 4, 4, 512)    0           batch_normalization_126[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "global_average_pooling2d_6 (Glo (None, 512)          0           activation_102[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "dense_6 (Dense)                 (None, 4)            2052        global_average_pooling2d_6[0][0] \n",
      "==================================================================================================\n",
      "Total params: 11,197,380\n",
      "Trainable params: 11,187,652\n",
      "Non-trainable params: 9,728\n",
      "__________________________________________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model = createOrRestoreModel() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "def createLRPAnalyzer(model, imgNormalized):\n",
    "    '''\n",
    "    All possible names are: ['input', 'random', 'gradient', 'gradient.baseline', 'input_t_gradient', \n",
    "    'deconvnet', 'guided_backprop', 'integrated_gradients', 'smoothgrad', 'lrp', 'lrp.z', 'lrp.z_IB', \n",
    "    'lrp.epsilon', 'lrp.epsilon_IB', 'lrp.w_square', 'lrp.flat', 'lrp.alpha_beta', 'lrp.alpha_2_beta_1', \n",
    "    'lrp.alpha_2_beta_1_IB', 'lrp.alpha_1_beta_0', 'lrp.alpha_1_beta_0_IB', 'lrp.z_plus', 'lrp.z_plus_fast', \n",
    "    'lrp.sequential_preset_a', 'lrp.sequential_preset_b', 'lrp.sequential_preset_a_flat', \n",
    "    'lrp.sequential_preset_b_flat', 'deep_taylor', 'deep_taylor.bounded', 'deep_lift.wrapper', \n",
    "    'pattern.net', 'pattern.attribution']\"\n",
    "    '''\n",
    "\n",
    "    analyzer = innvestigate.create_analyzer(\"lrp.sequential_preset_a_flat\", model, reverse_keep_tensors=True)\n",
    "    analysis = analyzer.analyze(imgNormalized)\n",
    "    \n",
    "    relScore = analyzer._reversed_tensors\n",
    "    \n",
    "    a = analysis\n",
    "    a /= np.max(np.abs(a))\n",
    "    \n",
    "    return a, relScore"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n",
      "1\n"
     ]
    }
   ],
   "source": [
    "gradCAM = gradcamutils.grad_cam(model, imgNormalized, layer_name = 'conv2d_120') #for VGG, here there are parameters to set image width (W) and height (H)\n",
    "gradCAMPlus = gradcamutils.grad_cam_plus(model, imgNormalized, layer_name = 'conv2d_120')\n",
    "LRP, relScore = createLRPAnalyzer(model, imgNormalized)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred = model.predict(imgNormalized)\n",
    "\n",
    "class_prob = pred.tolist()\n",
    "softMaxProb = class_prob[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "((-1, 0), array([[5.498156]], dtype=float32))\n",
      "((0, 0), array([[[[ 3.1805332e-09,  3.1805332e-09,  3.1805332e-09],\n",
      "         [ 3.1805332e-09,  3.1805332e-09,  3.1805332e-09],\n",
      "         [-3.0584864e-09, -3.0584864e-09, -3.0584864e-09],\n",
      "         ...,\n",
      "         [-1.0546508e-08, -1.0546508e-08, -1.0546508e-08],\n",
      "         [-1.0546508e-08, -1.0546508e-08, -1.0546508e-08],\n",
      "         [-9.4096499e-09, -9.4096499e-09, -9.4096499e-09]],\n",
      "\n",
      "        [[ 3.1805332e-09,  3.1805332e-09,  3.1805332e-09],\n",
      "         [ 3.1805332e-09,  3.1805332e-09,  3.1805332e-09],\n",
      "         [-3.0584864e-09, -3.0584864e-09, -3.0584864e-09],\n",
      "         ...,\n",
      "         [-1.0546508e-08, -1.0546508e-08, -1.0546508e-08],\n",
      "         [-1.0546508e-08, -1.0546508e-08, -1.0546508e-08],\n",
      "         [-9.4096499e-09, -9.4096499e-09, -9.4096499e-09]],\n",
      "\n",
      "        [[ 3.4085506e-09,  3.4085506e-09,  3.4085506e-09],\n",
      "         [ 3.4085506e-09,  3.4085506e-09,  3.4085506e-09],\n",
      "         [-4.7524429e-09, -4.7524429e-09, -4.7524429e-09],\n",
      "         ...,\n",
      "         [-1.2373976e-08, -1.2373976e-08, -1.2373976e-08],\n",
      "         [-1.2373976e-08, -1.2373976e-08, -1.2373976e-08],\n",
      "         [-1.0295135e-08, -1.0295135e-08, -1.0295135e-08]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[-3.6040220e-08, -3.6040220e-08, -3.6040220e-08],\n",
      "         [-3.6040220e-08, -3.6040220e-08, -3.6040220e-08],\n",
      "         [-4.4424386e-08, -4.4424386e-08, -4.4424386e-08],\n",
      "         ...,\n",
      "         [-8.1637168e-09, -8.1637168e-09, -8.1637168e-09],\n",
      "         [-8.1637168e-09, -8.1637168e-09, -8.1637168e-09],\n",
      "         [-5.7595875e-09, -5.7595875e-09, -5.7595875e-09]],\n",
      "\n",
      "        [[-3.6040220e-08, -3.6040220e-08, -3.6040220e-08],\n",
      "         [-3.6040220e-08, -3.6040220e-08, -3.6040220e-08],\n",
      "         [-4.4424386e-08, -4.4424386e-08, -4.4424386e-08],\n",
      "         ...,\n",
      "         [-8.1637168e-09, -8.1637168e-09, -8.1637168e-09],\n",
      "         [-8.1637168e-09, -8.1637168e-09, -8.1637168e-09],\n",
      "         [-5.7595875e-09, -5.7595875e-09, -5.7595875e-09]],\n",
      "\n",
      "        [[-3.5423007e-08, -3.5423007e-08, -3.5423007e-08],\n",
      "         [-3.5423007e-08, -3.5423007e-08, -3.5423007e-08],\n",
      "         [-4.1042700e-08, -4.1042700e-08, -4.1042700e-08],\n",
      "         ...,\n",
      "         [-6.6744392e-09, -6.6744392e-09, -6.6744392e-09],\n",
      "         [-6.6744392e-09, -6.6744392e-09, -6.6744392e-09],\n",
      "         [-5.5850702e-09, -5.5850702e-09, -5.5850702e-09]]]],\n",
      "      dtype=float32))\n",
      "((1, 0), array([[[[ 0.0000000e+00, -0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -0.0000000e+00, -0.0000000e+00, -0.0000000e+00],\n",
      "         [-0.0000000e+00, -0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -0.0000000e+00, -0.0000000e+00, -0.0000000e+00],\n",
      "         [-0.0000000e+00, -0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -0.0000000e+00, -0.0000000e+00, -0.0000000e+00],\n",
      "         ...,\n",
      "         [-0.0000000e+00, -0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -0.0000000e+00, -0.0000000e+00, -0.0000000e+00],\n",
      "         [-0.0000000e+00, -0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00, -0.0000000e+00],\n",
      "         [-0.0000000e+00, -0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00, -0.0000000e+00]],\n",
      "\n",
      "        [[ 0.0000000e+00, -0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -0.0000000e+00, -0.0000000e+00, -0.0000000e+00],\n",
      "         [-0.0000000e+00, -0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -0.0000000e+00, -0.0000000e+00, -0.0000000e+00],\n",
      "         [-0.0000000e+00, -0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -0.0000000e+00, -0.0000000e+00, -0.0000000e+00],\n",
      "         ...,\n",
      "         [-0.0000000e+00, -0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -0.0000000e+00, -0.0000000e+00, -0.0000000e+00],\n",
      "         [-0.0000000e+00, -0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -0.0000000e+00, -0.0000000e+00, -0.0000000e+00],\n",
      "         [-0.0000000e+00, -0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -0.0000000e+00, -0.0000000e+00, -0.0000000e+00]],\n",
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      "         ...,\n",
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      "          -0.0000000e+00, -0.0000000e+00, -0.0000000e+00],\n",
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      "          -0.0000000e+00, -0.0000000e+00, -0.0000000e+00],\n",
      "         [-0.0000000e+00, -0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00, -0.0000000e+00]],\n",
      "\n",
      "        ...,\n",
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      "          -0.0000000e+00, -0.0000000e+00, -0.0000000e+00],\n",
      "         [-0.0000000e+00, -0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -0.0000000e+00, -0.0000000e+00, -0.0000000e+00],\n",
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      "          -0.0000000e+00, -0.0000000e+00, -0.0000000e+00],\n",
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      "          -0.0000000e+00, -0.0000000e+00, -0.0000000e+00],\n",
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      "          -0.0000000e+00,  0.0000000e+00, -0.0000000e+00]],\n",
      "\n",
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      "          -0.0000000e+00, -0.0000000e+00, -0.0000000e+00],\n",
      "         [-0.0000000e+00, -0.0000000e+00, -0.0000000e+00, ...,\n",
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      "          -0.0000000e+00, -0.0000000e+00, -0.0000000e+00],\n",
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      "          -0.0000000e+00,  0.0000000e+00, -0.0000000e+00]],\n",
      "\n",
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      "         [-0.0000000e+00, -0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -0.0000000e+00, -0.0000000e+00, -0.0000000e+00],\n",
      "         [-5.0404427e-09, -0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -0.0000000e+00, -0.0000000e+00, -0.0000000e+00],\n",
      "         ...,\n",
      "         [-2.1299229e-09, -0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -0.0000000e+00, -0.0000000e+00, -0.0000000e+00],\n",
      "         [-3.8439358e-09, -0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -0.0000000e+00, -0.0000000e+00, -0.0000000e+00],\n",
      "         [-0.0000000e+00, -0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -0.0000000e+00, -0.0000000e+00, -0.0000000e+00]]]],\n",
      "      dtype=float32))\n",
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      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00]],\n",
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      "\n",
      "        ...,\n",
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      "\n",
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      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
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      "      dtype=float32))\n",
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      "\n",
      "        ...,\n",
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      "\n",
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      "         ...,\n",
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      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
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      "      dtype=float32))\n",
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      "\n",
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      "           6.73889663e-05,  0.00000000e+00,  4.16447510e-05],\n",
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      "\n",
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      "           1.42922454e-05,  0.00000000e+00,  1.36594781e-05],\n",
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      "           3.80451047e-06,  0.00000000e+00,  3.29231420e-06]],\n",
      "\n",
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      "          -1.56179010e-06,  0.00000000e+00, -1.09344933e-06],\n",
      "         ...,\n",
      "         [ 0.00000000e+00, -0.00000000e+00,  3.51619960e-08, ...,\n",
      "          -1.60921024e-06,  0.00000000e+00, -1.66261987e-06],\n",
      "         [ 0.00000000e+00, -0.00000000e+00,  5.81604844e-08, ...,\n",
      "          -2.97405904e-07,  0.00000000e+00, -4.07455019e-07],\n",
      "         [ 0.00000000e+00,  0.00000000e+00, -6.09998096e-08, ...,\n",
      "          -2.32510516e-07,  0.00000000e+00, -0.00000000e+00]],\n",
      "\n",
      "        [[ 0.00000000e+00, -0.00000000e+00,  2.30910842e-07, ...,\n",
      "           3.33925499e-07,  0.00000000e+00,  1.09038979e-06],\n",
      "         [ 0.00000000e+00, -0.00000000e+00,  2.57054836e-07, ...,\n",
      "          -6.02236639e-07,  0.00000000e+00,  4.96806990e-07],\n",
      "         [ 0.00000000e+00, -0.00000000e+00,  3.55531142e-08, ...,\n",
      "          -1.06248012e-06,  0.00000000e+00, -4.21291901e-07],\n",
      "         ...,\n",
      "         [ 0.00000000e+00, -0.00000000e+00, -2.74409800e-10, ...,\n",
      "          -6.11505371e-08,  0.00000000e+00,  2.55224553e-08],\n",
      "         [ 0.00000000e+00, -0.00000000e+00,  2.82640755e-09, ...,\n",
      "          -6.54369003e-08,  0.00000000e+00, -4.26111990e-09],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  7.60209815e-08, ...,\n",
      "          -7.31468530e-09,  0.00000000e+00, -0.00000000e+00]],\n",
      "\n",
      "        [[ 0.00000000e+00, -0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00,  1.04097353e-06],\n",
      "         [ 0.00000000e+00, -0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00,  1.21340588e-06],\n",
      "         [ 0.00000000e+00, -0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00,  6.24460199e-08],\n",
      "         ...,\n",
      "         [ 0.00000000e+00, -0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00, -2.06153530e-08],\n",
      "         [ 0.00000000e+00, -0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00, -1.92928375e-08],\n",
      "         [-1.06310551e-07,  0.00000000e+00,  7.80021292e-09, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00, -0.00000000e+00]]]],\n",
      "      dtype=float32))\n",
      "((6, 0), array([[[[-1.2716869e-05,  0.0000000e+00,  0.0000000e+00, ...,\n",
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      "         [-1.1366523e-06,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [-1.6387137e-06,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 3.4198271e-07,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 4.7061923e-07,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 3.1958086e-07,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        [[-8.7849662e-07,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [-6.3641528e-07,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [-1.4722551e-06,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 2.3839227e-07,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 5.4086127e-07,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 2.1949059e-07,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        [[-1.6082167e-06,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [-1.1506313e-06,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [-3.1454556e-06,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 6.3882550e-07,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 1.0904972e-06,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 6.5568224e-07,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[ 8.5594849e-08,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 3.9635637e-08,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 1.2615122e-07,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 1.2632820e-09,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 4.1938386e-09,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 5.0075349e-10,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        [[ 6.9261972e-07,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 6.1425744e-08,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
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      "         ...,\n",
      "         [ 2.6088276e-09,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 2.4919064e-08,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 1.3246088e-09,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        [[ 7.2603093e-08,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 2.6977498e-08,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
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      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 1.3478643e-09,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 4.9333577e-09,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 3.1359899e-09,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00]]]],\n",
      "      dtype=float32))\n",
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      "         ...,\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  1.34320999e-05, ...,\n",
      "           3.20808467e-05,  0.00000000e+00,  5.03295705e-05],\n",
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      "         [ 0.00000000e+00,  0.00000000e+00,  2.46214904e-06, ...,\n",
      "           7.01522708e-07,  0.00000000e+00,  1.71433655e-07]],\n",
      "\n",
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      "          -8.10929942e-06,  0.00000000e+00, -9.32630519e-06],\n",
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      "          -7.88765101e-06,  0.00000000e+00, -7.77931291e-06],\n",
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      "         ...,\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  1.42477193e-05, ...,\n",
      "           3.47860805e-05,  0.00000000e+00,  2.26155134e-05],\n",
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      "           5.66932567e-06,  0.00000000e+00,  4.92429172e-06],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  5.02360626e-06, ...,\n",
      "           1.25908286e-06,  0.00000000e+00,  3.99621882e-07]],\n",
      "\n",
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      "          -9.26241682e-07,  0.00000000e+00, -6.64270203e-07],\n",
      "         ...,\n",
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      "           7.33840034e-06,  0.00000000e+00,  7.46720798e-06],\n",
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      "           9.77015702e-07,  0.00000000e+00,  4.95202983e-07]],\n",
      "\n",
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      "           5.12582255e-06,  0.00000000e+00,  4.44193029e-06],\n",
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      "         ...,\n",
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      "          -3.60556157e-07,  0.00000000e+00, -4.54091094e-07],\n",
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      "          -8.68927899e-08,  0.00000000e+00, -1.32129514e-07],\n",
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      "          -1.17970824e-08,  0.00000000e+00,  0.00000000e+00]],\n",
      "\n",
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      "           1.36439127e-07,  0.00000000e+00,  3.89696623e-07],\n",
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      "         ...,\n",
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      "          -1.44700651e-08,  0.00000000e+00,  6.22295859e-09],\n",
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      "          -2.87487756e-10,  0.00000000e+00,  0.00000000e+00]],\n",
      "\n",
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      "           0.00000000e+00,  0.00000000e+00,  1.49592854e-08],\n",
      "         ...,\n",
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      "           0.00000000e+00,  0.00000000e+00, -4.30302993e-09],\n",
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      "           0.00000000e+00,  0.00000000e+00, -5.70371750e-09],\n",
      "         [-6.23481888e-09,  0.00000000e+00,  5.32139026e-08, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00]]]],\n",
      "      dtype=float32))\n",
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      "         ...,\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  1.34320999e-05, ...,\n",
      "           3.20808467e-05,  0.00000000e+00,  5.03295705e-05],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  8.25944085e-07, ...,\n",
      "           3.34378660e-06,  0.00000000e+00,  2.41497241e-06],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  2.46214904e-06, ...,\n",
      "           7.01522708e-07,  0.00000000e+00,  1.71433655e-07]],\n",
      "\n",
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      "          -8.10929942e-06,  0.00000000e+00, -9.32630519e-06],\n",
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      "          -7.88765101e-06,  0.00000000e+00, -7.77931291e-06],\n",
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      "          -1.40195891e-06,  0.00000000e+00, -1.27187013e-06],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  1.42477193e-05, ...,\n",
      "           3.47860805e-05,  0.00000000e+00,  2.26155134e-05],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  1.88626564e-06, ...,\n",
      "           5.66932567e-06,  0.00000000e+00,  4.92429172e-06],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  5.02360626e-06, ...,\n",
      "           1.25908286e-06,  0.00000000e+00,  3.99621882e-07]],\n",
      "\n",
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      "          -1.36030872e-06,  0.00000000e+00, -1.55474959e-06],\n",
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      "         [ 0.00000000e+00,  0.00000000e+00, -3.38137539e-07, ...,\n",
      "          -9.26241682e-07,  0.00000000e+00, -6.64270203e-07],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  2.41341627e-06, ...,\n",
      "           7.33840034e-06,  0.00000000e+00,  7.46720798e-06],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  7.69430073e-07, ...,\n",
      "           4.40816711e-06,  0.00000000e+00,  4.58816930e-06],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  2.10100029e-06, ...,\n",
      "           9.77015702e-07,  0.00000000e+00,  4.95202983e-07]],\n",
      "\n",
      "        ...,\n",
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      "           5.12582255e-06,  0.00000000e+00,  4.44193029e-06],\n",
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      "           2.92770142e-06,  0.00000000e+00,  4.06828167e-06],\n",
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      "          -3.99885181e-07,  0.00000000e+00, -3.15618081e-07],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  0.00000000e+00, -5.57829026e-07, ...,\n",
      "          -3.60556157e-07,  0.00000000e+00, -4.54091094e-07],\n",
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      "          -8.68927899e-08,  0.00000000e+00, -1.32129514e-07],\n",
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      "          -1.17970824e-08,  0.00000000e+00,  0.00000000e+00]],\n",
      "\n",
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      "           1.36439127e-07,  0.00000000e+00,  3.89696623e-07],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  9.34582886e-07, ...,\n",
      "          -1.96111856e-07,  0.00000000e+00,  1.51112147e-07],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  1.63866147e-07, ...,\n",
      "          -2.88672339e-07,  0.00000000e+00, -1.07516584e-07],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  1.09904983e-08, ...,\n",
      "          -1.44700651e-08,  0.00000000e+00,  6.22295859e-09],\n",
      "         [ 0.00000000e+00,  0.00000000e+00, -7.89606158e-09, ...,\n",
      "          -2.03841957e-08,  0.00000000e+00, -1.26347566e-09],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  1.30441336e-07, ...,\n",
      "          -2.87487756e-10,  0.00000000e+00,  0.00000000e+00]],\n",
      "\n",
      "        [[ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  3.87482373e-07],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  3.70003733e-07],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  1.49592854e-08],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -4.30302993e-09],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -5.70371750e-09],\n",
      "         [-6.23481888e-09,  0.00000000e+00,  5.32139026e-08, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00]]]],\n",
      "      dtype=float32))\n",
      "((9, 0), array([[[[ 1.58593939e-05, -8.34644925e-06,  7.29497606e-06, ...,\n",
      "           4.94405185e-06, -3.54612848e-06, -1.97718855e-05],\n",
      "         [-8.96435949e-07,  2.49717573e-07, -0.00000000e+00, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 6.43891667e-07,  7.59533407e-07,  7.69015287e-07, ...,\n",
      "           2.47610910e-06,  2.77443803e-07, -1.68693532e-06],\n",
      "         ...,\n",
      "         [ 4.77292588e-06, -5.21491302e-07, -0.00000000e+00, ...,\n",
      "          -0.00000000e+00, -3.44592507e-07,  0.00000000e+00],\n",
      "         [ 2.74101671e-06, -1.31630452e-06, -1.03114496e-06, ...,\n",
      "          -3.53391033e-06,  3.82680469e-07,  3.07584401e-06],\n",
      "         [ 2.19163530e-06,  0.00000000e+00, -1.57709593e-07, ...,\n",
      "          -0.00000000e+00,  4.21541415e-07,  0.00000000e+00]],\n",
      "\n",
      "        [[-5.47410309e-07,  0.00000000e+00, -0.00000000e+00, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [-0.00000000e+00,  0.00000000e+00, -0.00000000e+00, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [-0.00000000e+00,  0.00000000e+00, -0.00000000e+00, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         ...,\n",
      "         [-0.00000000e+00, -0.00000000e+00, -0.00000000e+00, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [-0.00000000e+00, -0.00000000e+00, -0.00000000e+00, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 1.81844621e-06,  0.00000000e+00, -0.00000000e+00, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00,  0.00000000e+00]],\n",
      "\n",
      "        [[ 3.69695584e-07, -9.21286016e-07,  5.28398346e-07, ...,\n",
      "           1.95545363e-06, -4.31862873e-07, -3.32231707e-06],\n",
      "         [-0.00000000e+00,  0.00000000e+00, -0.00000000e+00, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 1.46704372e-06, -8.02075192e-07,  6.55472491e-07, ...,\n",
      "           2.22832318e-06, -3.15563028e-07, -1.53841881e-06],\n",
      "         ...,\n",
      "         [-0.00000000e+00,  0.00000000e+00, -0.00000000e+00, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [-2.71830299e-06,  1.37469851e-06, -7.88964030e-07, ...,\n",
      "          -2.17581328e-06,  5.96771770e-07,  2.66092115e-06],\n",
      "         [ 3.09534289e-06,  0.00000000e+00, -0.00000000e+00, ...,\n",
      "          -0.00000000e+00,  2.29367572e-07,  0.00000000e+00]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[ 2.36918436e-06, -0.00000000e+00,  7.83151734e-07, ...,\n",
      "          -0.00000000e+00, -1.58123186e-08,  0.00000000e+00],\n",
      "         [ 7.38651124e-07,  0.00000000e+00, -0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -0.00000000e+00],\n",
      "         [ 3.04316654e-06, -0.00000000e+00,  3.85317058e-08, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 1.87749563e-07,  0.00000000e+00,  5.48448327e-08, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00, -1.81720594e-07],\n",
      "         [ 2.44954094e-07,  0.00000000e+00,  7.98537059e-08, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00, -2.08188013e-07],\n",
      "         [ 2.28923838e-07,  0.00000000e+00,  5.18089323e-08, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00]],\n",
      "\n",
      "        [[ 5.12057932e-06,  1.70355088e-06,  2.14472720e-06, ...,\n",
      "          -2.24437576e-06,  1.48401114e-07,  1.76237609e-06],\n",
      "         [ 3.00785337e-06,  0.00000000e+00,  7.66023504e-07, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 8.29863075e-06,  1.47574633e-06,  3.30737339e-06, ...,\n",
      "          -1.66285201e-06,  5.72913983e-08,  2.99339916e-07],\n",
      "         ...,\n",
      "         [ 3.69432968e-07,  0.00000000e+00,  1.11187745e-07, ...,\n",
      "          -0.00000000e+00, -0.00000000e+00, -2.28848180e-07],\n",
      "         [ 8.02637146e-07,  2.60132026e-07,  3.61424810e-07, ...,\n",
      "          -2.06800124e-07, -6.54383356e-08, -8.08292725e-07],\n",
      "         [ 7.26764085e-07,  0.00000000e+00,  1.32377522e-07, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00,  0.00000000e+00]],\n",
      "\n",
      "        [[ 5.14075282e-06,  0.00000000e+00,  1.85380281e-06, ...,\n",
      "           1.42876672e-06, -5.40287829e-07,  0.00000000e+00],\n",
      "         [ 3.01616296e-06,  0.00000000e+00,  1.02371689e-06, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 6.24879567e-06,  0.00000000e+00,  2.54335964e-06, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 5.24357006e-07,  0.00000000e+00,  1.69848590e-07, ...,\n",
      "          -0.00000000e+00, -1.99563388e-09, -1.86654276e-07],\n",
      "         [ 6.64239906e-07,  0.00000000e+00,  2.63557581e-07, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00, -0.00000000e+00],\n",
      "         [ 3.32655276e-07,  0.00000000e+00,  6.52608847e-08, ...,\n",
      "          -1.53072985e-08, -1.53869991e-07,  0.00000000e+00]]]],\n",
      "      dtype=float32))\n",
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      "         [-7.1113760e-07,  3.6861121e-07, -0.0000000e+00, ...,\n",
      "           0.0000000e+00, -0.0000000e+00,  0.0000000e+00],\n",
      "         [ 5.1735060e-07,  1.1114205e-06,  1.0990440e-06, ...,\n",
      "           1.9771426e-07, -6.9467546e-07, -1.0715014e-06],\n",
      "         ...,\n",
      "         [ 3.8345443e-06, -7.5217224e-07, -0.0000000e+00, ...,\n",
      "          -0.0000000e+00,  7.0095228e-07,  0.0000000e+00],\n",
      "         [ 2.1720737e-06, -1.8785357e-06, -1.5540962e-06, ...,\n",
      "          -4.5135420e-07, -5.0125971e-07,  1.8826762e-06],\n",
      "         [ 1.7171009e-06,  0.0000000e+00, -2.5853231e-07, ...,\n",
      "           0.0000000e+00, -3.7967223e-07,  0.0000000e+00]],\n",
      "\n",
      "        [[-4.3391907e-07,  0.0000000e+00, -0.0000000e+00, ...,\n",
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      "           0.0000000e+00, -0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [-0.0000000e+00, -0.0000000e+00, -0.0000000e+00, ...,\n",
      "           0.0000000e+00, -0.0000000e+00,  0.0000000e+00],\n",
      "         [-0.0000000e+00, -0.0000000e+00, -0.0000000e+00, ...,\n",
      "           0.0000000e+00, -0.0000000e+00,  0.0000000e+00],\n",
      "         [ 1.4198023e-06,  0.0000000e+00, -0.0000000e+00, ...,\n",
      "           0.0000000e+00, -0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
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      "           1.9991388e-07,  8.2242497e-07, -2.0938780e-06],\n",
      "         [-0.0000000e+00,  0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -0.0000000e+00, -0.0000000e+00,  0.0000000e+00],\n",
      "         [ 1.1431511e-06, -1.1763326e-06,  9.9305066e-07, ...,\n",
      "           2.9989781e-07,  3.2455114e-07, -8.5370016e-07],\n",
      "         ...,\n",
      "         [-0.0000000e+00,  0.0000000e+00, -0.0000000e+00, ...,\n",
      "           0.0000000e+00, -0.0000000e+00,  0.0000000e+00],\n",
      "         [-2.1080223e-06,  2.0218615e-06, -1.2892539e-06, ...,\n",
      "           4.1035170e-07, -6.8355632e-07,  1.5657075e-06],\n",
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      "           0.0000000e+00, -2.8424765e-07,  0.0000000e+00]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[ 1.8002378e-06, -0.0000000e+00,  1.1303047e-06, ...,\n",
      "          -0.0000000e+00,  4.1227100e-08,  0.0000000e+00],\n",
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      "          -0.0000000e+00, -0.0000000e+00, -0.0000000e+00],\n",
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      "           0.0000000e+00, -0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 1.1850616e-07,  0.0000000e+00,  1.0136127e-07, ...,\n",
      "           0.0000000e+00, -0.0000000e+00, -5.7750125e-08],\n",
      "         [ 1.5287512e-07,  0.0000000e+00,  1.5198100e-07, ...,\n",
      "           0.0000000e+00, -0.0000000e+00, -6.4743922e-08],\n",
      "         [ 1.4580668e-07,  0.0000000e+00,  1.0998782e-07, ...,\n",
      "          -0.0000000e+00, -0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
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      "          -1.2531243e-08, -3.5319556e-07,  8.2719720e-07],\n",
      "         [ 2.0979955e-06,  0.0000000e+00,  1.3133016e-06, ...,\n",
      "           0.0000000e+00, -0.0000000e+00,  0.0000000e+00],\n",
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      "           1.7008081e-06, -2.0792926e-07,  1.0712921e-07],\n",
      "         ...,\n",
      "         [ 2.2862631e-07,  0.0000000e+00,  2.0687997e-07, ...,\n",
      "           0.0000000e+00,  0.0000000e+00, -6.9223582e-08],\n",
      "         [ 5.0223878e-07,  4.4583774e-07,  6.9048269e-07, ...,\n",
      "           2.6102430e-07,  2.1671863e-07, -2.6047655e-07],\n",
      "         [ 4.5822307e-07,  0.0000000e+00,  2.8319735e-07, ...,\n",
      "           0.0000000e+00, -0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        [[ 3.9238985e-06,  0.0000000e+00,  2.7318304e-06, ...,\n",
      "           2.3540827e-07,  8.2888744e-07,  0.0000000e+00],\n",
      "         [ 2.1133603e-06,  0.0000000e+00,  1.8534691e-06, ...,\n",
      "           0.0000000e+00, -0.0000000e+00,  0.0000000e+00],\n",
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      "           0.0000000e+00, -0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 3.2254169e-07,  0.0000000e+00,  3.4956886e-07, ...,\n",
      "          -0.0000000e+00,  2.2712798e-09, -5.1071993e-08],\n",
      "         [ 4.2052457e-07,  0.0000000e+00,  5.4042175e-07, ...,\n",
      "           0.0000000e+00, -0.0000000e+00, -0.0000000e+00],\n",
      "         [ 2.1329498e-07,  0.0000000e+00,  1.4697659e-07, ...,\n",
      "          -2.6137035e-09,  9.1776997e-08,  0.0000000e+00]]]],\n",
      "      dtype=float32))\n",
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      "         [ 1.15466491e-06, -1.83560957e-07,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
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      "          -6.03392527e-06,  4.38072988e-07, -4.18409911e-07],\n",
      "         ...,\n",
      "         [-5.55999259e-06,  1.92972493e-07,  0.00000000e+00, ...,\n",
      "           0.00000000e+00, -5.67794359e-07,  0.00000000e+00],\n",
      "         [-3.63228855e-06,  2.76732379e-07,  4.02052456e-06, ...,\n",
      "           6.33188483e-06,  6.53024586e-07,  8.15761098e-07],\n",
      "         [-1.48258550e-06, -0.00000000e+00,  6.30624470e-07, ...,\n",
      "           0.00000000e+00,  1.60089073e-07,  0.00000000e+00]],\n",
      "\n",
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      "         ...,\n",
      "         [ 0.00000000e+00, -0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
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      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [-1.89803711e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00]],\n",
      "\n",
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      "          -4.76387413e-06, -9.12366204e-07, -1.41801166e-07],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 5.97615372e-06,  8.57423345e-07,  4.93052903e-06, ...,\n",
      "           6.53874213e-06,  2.30645924e-06,  8.72874580e-07],\n",
      "         [-3.00959732e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  4.24172640e-07,  0.00000000e+00]],\n",
      "\n",
      "        ...,\n",
      "\n",
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      "           0.00000000e+00, -3.16162136e-08,  0.00000000e+00],\n",
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      "          -0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
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      "           0.00000000e+00,  0.00000000e+00, -0.00000000e+00],\n",
      "         ...,\n",
      "         [-3.37821604e-07,  0.00000000e+00, -2.10813113e-07, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  6.63709230e-08],\n",
      "         [-4.82359781e-07,  0.00000000e+00, -2.89111227e-07, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  3.49326008e-08],\n",
      "         [-1.80714835e-07,  0.00000000e+00, -2.37796627e-07, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00,  0.00000000e+00]],\n",
      "\n",
      "        [[-4.69015777e-06,  1.71420299e-06, -3.33677212e-06, ...,\n",
      "           2.63336892e-06,  3.06675361e-07,  2.13105253e-07],\n",
      "         [-4.56998532e-06,  0.00000000e+00, -3.26488839e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
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      "           4.09511131e-06,  2.16806285e-07, -1.16106835e-09],\n",
      "         ...,\n",
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      "           0.00000000e+00, -0.00000000e+00,  5.56937785e-08],\n",
      "         [-1.26411544e-06,  4.30203386e-07, -1.26097643e-06, ...,\n",
      "           6.19912043e-07, -2.85850092e-07,  1.02376866e-07],\n",
      "         [-4.41671034e-07,  0.00000000e+00, -4.36458862e-07, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00]],\n",
      "\n",
      "        [[-2.14458146e-06,  0.00000000e+00,  3.56420813e-08, ...,\n",
      "          -6.32253943e-07, -3.27343741e-07,  0.00000000e+00],\n",
      "         [-2.46470154e-06,  0.00000000e+00, -9.77166906e-07, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -0.00000000e+00],\n",
      "         [-4.77640697e-06,  0.00000000e+00, -1.69679583e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -0.00000000e+00],\n",
      "         ...,\n",
      "         [-4.56958730e-07,  0.00000000e+00, -7.42697921e-08, ...,\n",
      "           0.00000000e+00, -1.77453929e-09,  7.94741979e-08],\n",
      "         [-5.36366031e-07,  0.00000000e+00,  5.49121353e-08, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [-8.81423787e-08,  0.00000000e+00, -2.34337154e-08, ...,\n",
      "           5.09641440e-09, -6.49271215e-08,  0.00000000e+00]]]],\n",
      "      dtype=float32))\n",
      "((12, 0), array([[[[-1.1051235e-07, -0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00, -0.0000000e+00, -0.0000000e+00],\n",
      "         [-6.7053080e-08,  0.0000000e+00, -0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [-7.5772817e-08,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "          -0.0000000e+00, -1.5521891e-08, -0.0000000e+00],\n",
      "         ...,\n",
      "         [ 3.9033623e-07, -0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  9.8874358e-09,  0.0000000e+00],\n",
      "         [ 1.2102109e-07, -0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 7.2126554e-08, -0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  2.5478102e-09,  0.0000000e+00]],\n",
      "\n",
      "        [[ 0.0000000e+00,  0.0000000e+00, -0.0000000e+00, ...,\n",
      "           0.0000000e+00, -0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00, -0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 0.0000000e+00, -0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00, -0.0000000e+00,  0.0000000e+00, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 2.6150637e-08,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        [[-2.3772682e-08,  0.0000000e+00, -4.7043084e-08, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [-0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [-1.4340149e-08,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00, -0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[-3.2405818e-08, -0.0000000e+00,  4.5625473e-08, ...,\n",
      "          -0.0000000e+00,  5.0492592e-09,  0.0000000e+00],\n",
      "         [ 0.0000000e+00, -0.0000000e+00,  0.0000000e+00, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00, -0.0000000e+00],\n",
      "         [ 2.2865319e-08, -0.0000000e+00,  4.0254542e-09, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [-4.3537964e-09,  0.0000000e+00, -2.0720863e-08, ...,\n",
      "           0.0000000e+00,  0.0000000e+00, -0.0000000e+00],\n",
      "         [-6.8506201e-11,  0.0000000e+00, -2.7583777e-08, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [-2.2006169e-08,  0.0000000e+00, -6.2482890e-09, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        [[ 3.4367538e-08,  0.0000000e+00,  2.4791447e-07, ...,\n",
      "          -0.0000000e+00,  3.0707670e-09, -0.0000000e+00],\n",
      "         [ 7.4603264e-08,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00, -0.0000000e+00],\n",
      "         [ 1.4074426e-07,  0.0000000e+00,  1.1591122e-07, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [-2.0486095e-08,  0.0000000e+00, -3.5376484e-08, ...,\n",
      "           0.0000000e+00, -0.0000000e+00,  0.0000000e+00],\n",
      "         [-1.4890809e-08,  0.0000000e+00, -1.9823732e-08, ...,\n",
      "          -0.0000000e+00, -0.0000000e+00,  0.0000000e+00],\n",
      "         [-2.0064142e-08,  0.0000000e+00, -9.1692609e-09, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        [[ 2.2921955e-07,  0.0000000e+00,  2.7003026e-07, ...,\n",
      "           4.4170325e-09,  2.5797984e-08,  0.0000000e+00],\n",
      "         [ 1.8711074e-07,  0.0000000e+00,  2.1087580e-07, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 1.8027984e-07,  0.0000000e+00,  1.9464056e-07, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 4.9030482e-09,  0.0000000e+00, -2.8608245e-09, ...,\n",
      "          -0.0000000e+00,  1.5550417e-10,  6.1145256e-11],\n",
      "         [ 1.5815354e-08,  0.0000000e+00, -1.2575199e-08, ...,\n",
      "           0.0000000e+00,  0.0000000e+00, -0.0000000e+00],\n",
      "         [-8.7520080e-09,  0.0000000e+00, -2.4550468e-09, ...,\n",
      "           8.3229124e-10,  4.2458592e-10,  0.0000000e+00]]]],\n",
      "      dtype=float32))\n",
      "((13, 0), array([[[[-1.1051235e-07, -0.0000000e+00,  0.0000000e+00, ...,\n",
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      "         [-6.7053080e-08,  0.0000000e+00, -0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [-7.5772817e-08,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "          -0.0000000e+00, -1.5521891e-08, -0.0000000e+00],\n",
      "         ...,\n",
      "         [ 3.9033623e-07, -0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  9.8874358e-09,  0.0000000e+00],\n",
      "         [ 1.2102109e-07, -0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 7.2126554e-08, -0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  2.5478102e-09,  0.0000000e+00]],\n",
      "\n",
      "        [[ 0.0000000e+00,  0.0000000e+00, -0.0000000e+00, ...,\n",
      "           0.0000000e+00, -0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00, -0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 0.0000000e+00, -0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00, -0.0000000e+00,  0.0000000e+00, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 2.6150637e-08,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        [[-2.3772682e-08,  0.0000000e+00, -4.7043084e-08, ...,\n",
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      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [-0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [-1.4340149e-08,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00, -0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[-3.2405818e-08, -0.0000000e+00,  4.5625473e-08, ...,\n",
      "          -0.0000000e+00,  5.0492592e-09,  0.0000000e+00],\n",
      "         [ 0.0000000e+00, -0.0000000e+00,  0.0000000e+00, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00, -0.0000000e+00],\n",
      "         [ 2.2865319e-08, -0.0000000e+00,  4.0254542e-09, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [-4.3537964e-09,  0.0000000e+00, -2.0720863e-08, ...,\n",
      "           0.0000000e+00,  0.0000000e+00, -0.0000000e+00],\n",
      "         [-6.8506201e-11,  0.0000000e+00, -2.7583777e-08, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [-2.2006169e-08,  0.0000000e+00, -6.2482890e-09, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        [[ 3.4367538e-08,  0.0000000e+00,  2.4791447e-07, ...,\n",
      "          -0.0000000e+00,  3.0707670e-09, -0.0000000e+00],\n",
      "         [ 7.4603264e-08,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00, -0.0000000e+00],\n",
      "         [ 1.4074426e-07,  0.0000000e+00,  1.1591122e-07, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [-2.0486095e-08,  0.0000000e+00, -3.5376484e-08, ...,\n",
      "           0.0000000e+00, -0.0000000e+00,  0.0000000e+00],\n",
      "         [-1.4890809e-08,  0.0000000e+00, -1.9823732e-08, ...,\n",
      "          -0.0000000e+00, -0.0000000e+00,  0.0000000e+00],\n",
      "         [-2.0064142e-08,  0.0000000e+00, -9.1692609e-09, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        [[ 2.2921955e-07,  0.0000000e+00,  2.7003026e-07, ...,\n",
      "           4.4170325e-09,  2.5797984e-08,  0.0000000e+00],\n",
      "         [ 1.8711074e-07,  0.0000000e+00,  2.1087580e-07, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 1.8027984e-07,  0.0000000e+00,  1.9464056e-07, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 4.9030482e-09,  0.0000000e+00, -2.8608245e-09, ...,\n",
      "          -0.0000000e+00,  1.5550417e-10,  6.1145256e-11],\n",
      "         [ 1.5815354e-08,  0.0000000e+00, -1.2575199e-08, ...,\n",
      "           0.0000000e+00,  0.0000000e+00, -0.0000000e+00],\n",
      "         [-8.7520080e-09,  0.0000000e+00, -2.4550468e-09, ...,\n",
      "           8.3229124e-10,  4.2458592e-10,  0.0000000e+00]]]],\n",
      "      dtype=float32))\n",
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      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 6.61202535e-07, -1.96001253e-07,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [-2.34323352e-08, -2.24506493e-08, -0.00000000e+00, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 0.00000000e+00, -1.55074963e-06,  7.33227239e-07, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00, -3.79953597e-08,  4.31709530e-08, ...,\n",
      "           0.00000000e+00, -0.00000000e+00,  1.45039508e-07],\n",
      "         [-0.00000000e+00,  2.27899495e-08,  6.11291355e-08, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -6.71467504e-08]],\n",
      "\n",
      "        [[-3.70218140e-06, -1.83866476e-07,  0.00000000e+00, ...,\n",
      "           6.10351719e-07, -1.84654073e-06,  6.22281448e-07],\n",
      "         [-1.10018004e-06, -1.74949059e-06,  0.00000000e+00, ...,\n",
      "           1.05728326e-07, -7.50260142e-07,  0.00000000e+00],\n",
      "         [-0.00000000e+00, -1.66859635e-07,  1.93958449e-08, ...,\n",
      "          -1.44407588e-08, -7.98557522e-08,  0.00000000e+00],\n",
      "         ...,\n",
      "         [-0.00000000e+00,  4.95568247e-06, -2.13624503e-06, ...,\n",
      "           2.32382092e-07,  9.29521377e-07,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  4.18543706e-08,  1.48177477e-07, ...,\n",
      "           1.32850611e-08, -2.48722927e-07,  8.05534199e-08],\n",
      "         [-0.00000000e+00,  0.00000000e+00,  5.14492582e-09, ...,\n",
      "          -1.49933097e-08, -1.19091004e-08, -1.11260157e-07]],\n",
      "\n",
      "        [[-2.10055774e-07,  3.11277013e-08,  0.00000000e+00, ...,\n",
      "           8.26011046e-08, -1.74251639e-07,  0.00000000e+00],\n",
      "         [-0.00000000e+00, -2.80552896e-08,  0.00000000e+00, ...,\n",
      "           3.64617740e-08, -1.05222753e-07,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  1.28704869e-08,  0.00000000e+00, ...,\n",
      "           3.97573885e-08,  4.04385752e-08,  0.00000000e+00],\n",
      "         ...,\n",
      "         [-0.00000000e+00,  2.68545346e-08, -0.00000000e+00, ...,\n",
      "          -1.52932046e-07, -3.30024452e-09,  0.00000000e+00],\n",
      "         [-0.00000000e+00, -5.87597215e-09,  0.00000000e+00, ...,\n",
      "           5.19649888e-08, -4.92779577e-07,  9.80923076e-08],\n",
      "         [ 0.00000000e+00, -0.00000000e+00,  1.90295339e-07, ...,\n",
      "           1.28633646e-08, -3.52610137e-08,  8.06408096e-08]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[ 2.77327354e-06, -5.89044589e-07,  6.55241877e-07, ...,\n",
      "          -1.36080087e-06,  6.44947306e-07, -7.26023984e-07],\n",
      "         [ 0.00000000e+00, -5.62031175e-07,  1.42158865e-06, ...,\n",
      "          -4.02246002e-07,  5.55597808e-07, -4.42352587e-07],\n",
      "         [ 0.00000000e+00, -1.34372684e-07, -8.48602468e-08, ...,\n",
      "           5.59352564e-09,  5.24310053e-08,  1.68660875e-07],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  4.77843720e-08, -1.30548941e-07, ...,\n",
      "           1.33481109e-07, -0.00000000e+00,  3.11320179e-07],\n",
      "         [ 0.00000000e+00,  3.73845066e-10, -6.03724573e-08, ...,\n",
      "           2.02843342e-08, -5.11413800e-09,  3.47051383e-08],\n",
      "         [-0.00000000e+00,  0.00000000e+00, -4.34448566e-08, ...,\n",
      "           1.98643946e-08, -1.17012231e-08,  3.05618114e-10]],\n",
      "\n",
      "        [[ 1.37600381e-07,  0.00000000e+00,  3.09796633e-08, ...,\n",
      "          -1.44344128e-07,  1.77193598e-07,  1.59980065e-08],\n",
      "         [ 0.00000000e+00, -1.74604168e-07,  5.52185725e-07, ...,\n",
      "          -2.32257928e-08,  6.64659652e-08,  1.47334674e-07],\n",
      "         [ 0.00000000e+00, -7.97248561e-08,  3.58123714e-07, ...,\n",
      "          -2.59504844e-08,  7.54058078e-08,  1.77336403e-07],\n",
      "         ...,\n",
      "         [-0.00000000e+00,  0.00000000e+00,  7.41760857e-08, ...,\n",
      "           3.16914566e-08, -2.37985063e-08,  5.68590508e-08],\n",
      "         [-0.00000000e+00,  2.73289591e-09,  5.23805674e-08, ...,\n",
      "           1.66490501e-08,  2.71792988e-09,  4.22702904e-08],\n",
      "         [ 0.00000000e+00,  0.00000000e+00, -4.25730784e-09, ...,\n",
      "           1.84732460e-08, -1.48558321e-08,  4.84514864e-08]],\n",
      "\n",
      "        [[-0.00000000e+00,  0.00000000e+00,  1.55702100e-08, ...,\n",
      "           1.20667707e-07,  4.08325860e-07, -1.58802500e-08],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  1.16955185e-07, ...,\n",
      "           3.55143754e-07,  2.78935062e-07,  1.94591379e-07],\n",
      "         [ 0.00000000e+00,  0.00000000e+00, -9.40960518e-08, ...,\n",
      "           2.05664392e-07,  1.10869230e-07,  1.67026727e-07],\n",
      "         ...,\n",
      "         [-0.00000000e+00, -0.00000000e+00, -1.32087639e-08, ...,\n",
      "           5.41882184e-09,  9.12972897e-09,  4.50818938e-08],\n",
      "         [ 0.00000000e+00,  0.00000000e+00, -2.24839862e-08, ...,\n",
      "           3.87823418e-09,  2.88041715e-08,  7.21199598e-08],\n",
      "         [-0.00000000e+00, -0.00000000e+00, -5.33777156e-09, ...,\n",
      "           1.77397497e-09,  1.11882184e-08,  4.06911944e-08]]]],\n",
      "      dtype=float32))\n",
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      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 3.95697299e-07, -2.80371836e-07,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [-1.07516769e-08, -3.51253355e-08, -0.00000000e+00, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         ...,\n",
      "         [-0.00000000e+00, -2.34706545e-06, -7.93010244e-08, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00, -5.86238613e-08, -2.51495547e-10, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -4.11337417e-08],\n",
      "         [-0.00000000e+00, -7.82142351e-08, -9.75889094e-08, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  1.02210400e-07]],\n",
      "\n",
      "        [[-3.06444622e-06, -3.97858145e-07,  0.00000000e+00, ...,\n",
      "          -3.94244182e-07, -1.79213146e-06, -1.24408146e-07],\n",
      "         [-5.90615571e-07, -2.45522779e-06,  0.00000000e+00, ...,\n",
      "          -1.51826396e-06, -7.19985849e-07,  0.00000000e+00],\n",
      "         [ 0.00000000e+00, -2.81440265e-07, -5.99121819e-09, ...,\n",
      "          -5.41639693e-08, -7.71235804e-08,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  7.84308941e-06,  1.89556386e-06, ...,\n",
      "           4.25656572e-06,  8.47284355e-07,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  6.89258215e-08, -1.12151504e-07, ...,\n",
      "          -1.13893286e-07, -2.39461912e-07, -1.97267997e-08],\n",
      "         [-0.00000000e+00,  0.00000000e+00, -1.47749644e-08, ...,\n",
      "           1.46174159e-07, -9.62504654e-09,  7.70176598e-08]],\n",
      "\n",
      "        [[-1.68168725e-07, -4.20382307e-08,  0.00000000e+00, ...,\n",
      "          -3.17865094e-08, -1.70972712e-07,  0.00000000e+00],\n",
      "         [ 0.00000000e+00, -1.09171701e-07,  0.00000000e+00, ...,\n",
      "          -9.29645978e-08, -1.02076058e-07,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  3.02070937e-08,  0.00000000e+00, ...,\n",
      "          -9.69021308e-09,  3.81892846e-08,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  1.05512733e-07, -0.00000000e+00, ...,\n",
      "           2.84116304e-08, -3.16639359e-09,  0.00000000e+00],\n",
      "         [-0.00000000e+00, -6.34912780e-08,  0.00000000e+00, ...,\n",
      "          -9.56863957e-08, -4.81405436e-07, -2.31413537e-08],\n",
      "         [ 0.00000000e+00, -0.00000000e+00, -2.04369059e-07, ...,\n",
      "          -8.82647981e-08, -3.31337766e-08, -3.89929333e-08]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[ 1.15705529e-06,  5.43660576e-07,  2.76228320e-06, ...,\n",
      "           2.12574378e-06,  6.01493809e-07,  1.97332201e-06],\n",
      "         [ 0.00000000e+00,  1.36980577e-06,  3.61672846e-06, ...,\n",
      "           1.39811846e-06,  4.87236264e-07,  2.37684674e-07],\n",
      "         [ 0.00000000e+00,  9.78526202e-08, -1.69398646e-07, ...,\n",
      "          -9.31143784e-09,  4.67702606e-08, -1.73612364e-07],\n",
      "         ...,\n",
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      "          -3.08712686e-07,  0.00000000e+00, -2.41960549e-07],\n",
      "         [ 0.00000000e+00, -2.84314936e-08, -1.08129967e-07, ...,\n",
      "          -2.92954230e-08, -3.73153242e-09, -5.92642060e-08],\n",
      "         [ 0.00000000e+00,  0.00000000e+00, -1.17808348e-07, ...,\n",
      "          -2.00234993e-08, -9.71281811e-09, -3.14589549e-10]],\n",
      "\n",
      "        [[ 2.08238777e-08,  0.00000000e+00,  1.73278664e-07, ...,\n",
      "           1.99043129e-08,  1.68895511e-07, -1.02260401e-07],\n",
      "         [ 0.00000000e+00,  3.45383420e-08,  1.04625826e-06, ...,\n",
      "           2.01386570e-08,  6.23703400e-08, -1.58716475e-07],\n",
      "         [ 0.00000000e+00,  7.79825005e-09,  5.97437634e-07, ...,\n",
      "           1.11077902e-08,  6.96704632e-08, -3.73003104e-07],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  1.23970949e-07, ...,\n",
      "          -1.79315940e-08, -2.08020055e-08, -3.93483894e-08],\n",
      "         [ 0.00000000e+00, -2.87283641e-09,  8.78644002e-08, ...,\n",
      "          -1.03779962e-08,  2.53164689e-09, -7.03849352e-08],\n",
      "         [ 0.00000000e+00,  0.00000000e+00, -8.57153104e-09, ...,\n",
      "          -7.29843164e-09, -1.37683420e-08, -3.63909116e-08]],\n",
      "\n",
      "        [[ 0.00000000e+00,  0.00000000e+00,  5.11429441e-08, ...,\n",
      "           4.12553845e-07,  3.90808708e-07, -9.01295323e-08],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  4.53973115e-07, ...,\n",
      "           8.33981176e-07,  2.57524533e-07, -2.32793752e-07],\n",
      "         [ 0.00000000e+00,  0.00000000e+00, -2.22775867e-07, ...,\n",
      "           5.66531014e-07,  9.86890711e-08, -4.86283909e-07],\n",
      "         ...,\n",
      "         [-0.00000000e+00, -0.00000000e+00, -3.09752153e-08, ...,\n",
      "           1.69167897e-08,  8.34129033e-09, -4.64903991e-08],\n",
      "         [ 0.00000000e+00,  0.00000000e+00, -5.94407190e-08, ...,\n",
      "           1.00787032e-08,  2.71071503e-08, -1.01384003e-07],\n",
      "         [ 0.00000000e+00, -0.00000000e+00, -6.90584301e-08, ...,\n",
      "           1.46114632e-08,  1.04462883e-08, -1.77934147e-08]]]],\n",
      "      dtype=float32))\n",
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      "         [ 3.95697299e-07, -2.80371836e-07,  0.00000000e+00, ...,\n",
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      "         [-1.07516769e-08, -3.51253355e-08, -0.00000000e+00, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
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      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
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      "           0.00000000e+00,  0.00000000e+00, -4.11337417e-08],\n",
      "         [-0.00000000e+00, -7.82142351e-08, -9.75889094e-08, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  1.02210400e-07]],\n",
      "\n",
      "        [[-3.06444622e-06, -3.97858145e-07,  0.00000000e+00, ...,\n",
      "          -3.94244182e-07, -1.79213146e-06, -1.24408146e-07],\n",
      "         [-5.90615571e-07, -2.45522779e-06,  0.00000000e+00, ...,\n",
      "          -1.51826396e-06, -7.19985849e-07,  0.00000000e+00],\n",
      "         [ 0.00000000e+00, -2.81440265e-07, -5.99121819e-09, ...,\n",
      "          -5.41639693e-08, -7.71235804e-08,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  7.84308941e-06,  1.89556386e-06, ...,\n",
      "           4.25656572e-06,  8.47284355e-07,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  6.89258215e-08, -1.12151504e-07, ...,\n",
      "          -1.13893286e-07, -2.39461912e-07, -1.97267997e-08],\n",
      "         [-0.00000000e+00,  0.00000000e+00, -1.47749644e-08, ...,\n",
      "           1.46174159e-07, -9.62504654e-09,  7.70176598e-08]],\n",
      "\n",
      "        [[-1.68168725e-07, -4.20382307e-08,  0.00000000e+00, ...,\n",
      "          -3.17865094e-08, -1.70972712e-07,  0.00000000e+00],\n",
      "         [ 0.00000000e+00, -1.09171701e-07,  0.00000000e+00, ...,\n",
      "          -9.29645978e-08, -1.02076058e-07,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  3.02070937e-08,  0.00000000e+00, ...,\n",
      "          -9.69021308e-09,  3.81892846e-08,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  1.05512733e-07, -0.00000000e+00, ...,\n",
      "           2.84116304e-08, -3.16639359e-09,  0.00000000e+00],\n",
      "         [-0.00000000e+00, -6.34912780e-08,  0.00000000e+00, ...,\n",
      "          -9.56863957e-08, -4.81405436e-07, -2.31413537e-08],\n",
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      "          -8.82647981e-08, -3.31337766e-08, -3.89929333e-08]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[ 1.15705529e-06,  5.43660576e-07,  2.76228320e-06, ...,\n",
      "           2.12574378e-06,  6.01493809e-07,  1.97332201e-06],\n",
      "         [ 0.00000000e+00,  1.36980577e-06,  3.61672846e-06, ...,\n",
      "           1.39811846e-06,  4.87236264e-07,  2.37684674e-07],\n",
      "         [ 0.00000000e+00,  9.78526202e-08, -1.69398646e-07, ...,\n",
      "          -9.31143784e-09,  4.67702606e-08, -1.73612364e-07],\n",
      "         ...,\n",
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      "          -3.08712686e-07,  0.00000000e+00, -2.41960549e-07],\n",
      "         [ 0.00000000e+00, -2.84314936e-08, -1.08129967e-07, ...,\n",
      "          -2.92954230e-08, -3.73153242e-09, -5.92642060e-08],\n",
      "         [ 0.00000000e+00,  0.00000000e+00, -1.17808348e-07, ...,\n",
      "          -2.00234993e-08, -9.71281811e-09, -3.14589549e-10]],\n",
      "\n",
      "        [[ 2.08238777e-08,  0.00000000e+00,  1.73278664e-07, ...,\n",
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      "         [ 0.00000000e+00,  3.45383420e-08,  1.04625826e-06, ...,\n",
      "           2.01386570e-08,  6.23703400e-08, -1.58716475e-07],\n",
      "         [ 0.00000000e+00,  7.79825005e-09,  5.97437634e-07, ...,\n",
      "           1.11077902e-08,  6.96704632e-08, -3.73003104e-07],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  1.23970949e-07, ...,\n",
      "          -1.79315940e-08, -2.08020055e-08, -3.93483894e-08],\n",
      "         [ 0.00000000e+00, -2.87283641e-09,  8.78644002e-08, ...,\n",
      "          -1.03779962e-08,  2.53164689e-09, -7.03849352e-08],\n",
      "         [ 0.00000000e+00,  0.00000000e+00, -8.57153104e-09, ...,\n",
      "          -7.29843164e-09, -1.37683420e-08, -3.63909116e-08]],\n",
      "\n",
      "        [[ 0.00000000e+00,  0.00000000e+00,  5.11429441e-08, ...,\n",
      "           4.12553845e-07,  3.90808708e-07, -9.01295323e-08],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  4.53973115e-07, ...,\n",
      "           8.33981176e-07,  2.57524533e-07, -2.32793752e-07],\n",
      "         [ 0.00000000e+00,  0.00000000e+00, -2.22775867e-07, ...,\n",
      "           5.66531014e-07,  9.86890711e-08, -4.86283909e-07],\n",
      "         ...,\n",
      "         [-0.00000000e+00, -0.00000000e+00, -3.09752153e-08, ...,\n",
      "           1.69167897e-08,  8.34129033e-09, -4.64903991e-08],\n",
      "         [ 0.00000000e+00,  0.00000000e+00, -5.94407190e-08, ...,\n",
      "           1.00787032e-08,  2.71071503e-08, -1.01384003e-07],\n",
      "         [ 0.00000000e+00, -0.00000000e+00, -6.90584301e-08, ...,\n",
      "           1.46114632e-08,  1.04462883e-08, -1.77934147e-08]]]],\n",
      "      dtype=float32))\n",
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      "         [ 4.4352726e-07,  1.8505025e-07,  0.0000000e+00, ...,\n",
      "           0.0000000e+00, -0.0000000e+00,  0.0000000e+00],\n",
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      "         ...,\n",
      "         [-1.7254483e-06, -5.5919975e-07,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  1.3315793e-07,  0.0000000e+00],\n",
      "         [-1.4602149e-06, -1.6018033e-06,  2.4664284e-06, ...,\n",
      "           5.8805308e-06,  1.5176492e-07,  2.6984371e-06],\n",
      "         [ 2.3451545e-07,  0.0000000e+00,  3.7209219e-07, ...,\n",
      "           0.0000000e+00, -2.1958316e-07,  0.0000000e+00]],\n",
      "\n",
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      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
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      "         ...,\n",
      "         [ 0.0000000e+00, -0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00, -0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [-4.7823477e-07,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        [[-2.3988102e-07, -2.1175811e-06, -4.6569912e-07, ...,\n",
      "          -4.3311202e-06, -7.0943787e-07, -2.6631083e-06],\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [-2.0843643e-06, -1.7203420e-06, -2.7801696e-06, ...,\n",
      "          -4.4639764e-06, -5.8781512e-07, -9.9550130e-07],\n",
      "         ...,\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 3.8681310e-06,  2.8792847e-06,  3.6412750e-06, ...,\n",
      "           6.9490939e-06,  1.6229028e-06,  2.4385822e-06],\n",
      "         [-5.7571668e-07,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  1.3992499e-07,  0.0000000e+00]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[-8.3833720e-07, -0.0000000e+00, -2.3902467e-07, ...,\n",
      "           0.0000000e+00,  9.6108854e-09,  0.0000000e+00],\n",
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      "          -0.0000000e+00,  0.0000000e+00, -0.0000000e+00],\n",
      "         [-3.4309003e-06, -0.0000000e+00, -9.7490002e-08, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [-2.1931544e-07,  0.0000000e+00, -1.0945185e-07, ...,\n",
      "           0.0000000e+00, -0.0000000e+00,  8.6207974e-09],\n",
      "         [-3.2948469e-07,  0.0000000e+00, -1.3713024e-07, ...,\n",
      "           0.0000000e+00,  0.0000000e+00, -2.9811321e-08],\n",
      "         [-3.4908162e-08,  0.0000000e+00, -1.2780880e-07, ...,\n",
      "          -0.0000000e+00, -0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        [[-8.0211328e-07,  4.4046719e-06, -2.1303524e-07, ...,\n",
      "           2.6208379e-06, -4.6520213e-08,  1.0403024e-06],\n",
      "         [-2.4719898e-06,  0.0000000e+00, -1.9515867e-06, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [-6.6862453e-06,  4.3940217e-06, -6.5652716e-06, ...,\n",
      "           5.7959196e-06,  8.8770351e-09,  1.0596814e-07],\n",
      "         ...,\n",
      "         [-3.6613125e-07,  0.0000000e+00, -1.6296390e-07, ...,\n",
      "           0.0000000e+00,  0.0000000e+00, -1.3529801e-08],\n",
      "         [-7.6187666e-07,  8.7604110e-07, -5.7049368e-07, ...,\n",
      "           8.8093628e-07, -6.9131460e-08, -1.5809970e-07],\n",
      "         [ 1.6552036e-08,  0.0000000e+00, -1.5326150e-07, ...,\n",
      "           0.0000000e+00, -0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        [[ 1.7793172e-06,  0.0000000e+00,  2.7674723e-06, ...,\n",
      "          -3.9684568e-07,  5.0154370e-07,  0.0000000e+00],\n",
      "         [-3.5134121e-07,  0.0000000e+00,  8.7630224e-07, ...,\n",
      "           0.0000000e+00, -0.0000000e+00,  0.0000000e+00],\n",
      "         [-5.9787271e-07,  0.0000000e+00,  3.1143918e-06, ...,\n",
      "           0.0000000e+00, -0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [-1.3441705e-07,  0.0000000e+00,  2.7529907e-07, ...,\n",
      "           0.0000000e+00,  4.9674054e-10,  2.8402205e-08],\n",
      "         [-1.1584144e-07,  0.0000000e+00,  5.9533386e-07, ...,\n",
      "           0.0000000e+00,  0.0000000e+00, -0.0000000e+00],\n",
      "         [ 1.2515261e-07,  0.0000000e+00,  1.2354288e-07, ...,\n",
      "           2.4827111e-09,  2.6849881e-08,  0.0000000e+00]]]],\n",
      "      dtype=float32))\n",
      "((17, 1), array([[[[-4.2678249e-07,  4.7112799e-06,  9.3669036e-07, ...,\n",
      "          -1.8886718e-06, -1.5194227e-06, -3.7955510e-07],\n",
      "         [ 1.3948366e-07, -1.9913200e-07, -0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00, -0.0000000e+00],\n",
      "         [-2.1424486e-07, -5.6522595e-07,  9.1844072e-08, ...,\n",
      "          -1.9000901e-06, -4.1718565e-08,  3.5011269e-07],\n",
      "         ...,\n",
      "         [-6.3534907e-07,  1.6731801e-07, -0.0000000e+00, ...,\n",
      "           0.0000000e+00, -1.2342566e-09, -0.0000000e+00],\n",
      "         [-6.7295878e-07,  3.1162304e-07,  3.4083563e-08, ...,\n",
      "           2.7462509e-06,  2.3183298e-07, -4.6330720e-07],\n",
      "         [-6.2396037e-07,  0.0000000e+00, -3.5873775e-08, ...,\n",
      "           0.0000000e+00, -4.4107438e-08, -0.0000000e+00]],\n",
      "\n",
      "        [[ 1.4262500e-07,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00, -0.0000000e+00],\n",
      "         [ 0.0000000e+00,  0.0000000e+00, -0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00, -0.0000000e+00],\n",
      "         ...,\n",
      "         [ 0.0000000e+00, -0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00, -0.0000000e+00],\n",
      "         [ 0.0000000e+00, -0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00, -0.0000000e+00],\n",
      "         [-1.1672228e-06, -0.0000000e+00, -0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00, -0.0000000e+00]],\n",
      "\n",
      "        [[-7.1072151e-08,  3.9781408e-08, -1.8193111e-07, ...,\n",
      "          -3.6450921e-08, -2.2767689e-07, -9.3042225e-08],\n",
      "         [ 0.0000000e+00, -0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00, -0.0000000e+00],\n",
      "         [-9.5516941e-07, -7.6075828e-08, -2.3488059e-07, ...,\n",
      "          -1.6252573e-06, -1.4247297e-07,  4.0545601e-07],\n",
      "         ...,\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00, -0.0000000e+00],\n",
      "         [ 2.7476451e-06,  1.1015012e-06,  9.2822802e-07, ...,\n",
      "           2.0754824e-06,  4.1817495e-07, -1.4118049e-07],\n",
      "         [-2.6376936e-06,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "          -0.0000000e+00, -2.0247649e-07, -0.0000000e+00]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[-4.0542781e-07, -0.0000000e+00, -3.0301479e-08, ...,\n",
      "           0.0000000e+00,  0.0000000e+00, -0.0000000e+00],\n",
      "         [-5.9397468e-07,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [-1.7780437e-06, -0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [-1.8701122e-07, -0.0000000e+00, -3.4366732e-08, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00,  1.2590822e-07],\n",
      "         [-2.6247676e-07, -0.0000000e+00, -6.8822835e-08, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  1.5348509e-07],\n",
      "         [-2.4663163e-07, -0.0000000e+00,  1.7660386e-09, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00, -0.0000000e+00]],\n",
      "\n",
      "        [[-1.0623877e-06,  1.4756763e-06, -2.0018226e-07, ...,\n",
      "           2.1739237e-07,  1.1037181e-07, -3.4902078e-07],\n",
      "         [-2.4331887e-06,  0.0000000e+00, -5.0099192e-08, ...,\n",
      "           0.0000000e+00, -0.0000000e+00, -0.0000000e+00],\n",
      "         [-4.8206175e-06,  1.6349309e-06,  1.5767091e-07, ...,\n",
      "           2.1680962e-06,  1.5472520e-07, -1.9507978e-07],\n",
      "         ...,\n",
      "         [-3.8987392e-07,  0.0000000e+00, -3.1027263e-08, ...,\n",
      "           0.0000000e+00, -0.0000000e+00,  1.8531937e-07],\n",
      "         [-8.3036741e-07,  3.0465802e-07, -2.1748234e-07, ...,\n",
      "           2.2749884e-07, -1.3236509e-07,  6.7204434e-07],\n",
      "         [-7.2475893e-07,  0.0000000e+00,  3.7589761e-08, ...,\n",
      "           0.0000000e+00,  0.0000000e+00, -0.0000000e+00]],\n",
      "\n",
      "        [[-7.1267993e-07, -0.0000000e+00,  6.8084256e-07, ...,\n",
      "          -1.2288380e-07, -1.2349369e-07, -0.0000000e+00],\n",
      "         [-2.6684520e-06,  0.0000000e+00,  1.9568807e-07, ...,\n",
      "           0.0000000e+00,  0.0000000e+00, -0.0000000e+00],\n",
      "         [-4.3736095e-06, -0.0000000e+00,  2.5159979e-06, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [-4.3120181e-07, -0.0000000e+00,  1.7429420e-07, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  8.3202274e-08],\n",
      "         [-6.3373795e-07, -0.0000000e+00,  8.4680039e-08, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [-4.0173285e-07, -0.0000000e+00, -8.6326750e-09, ...,\n",
      "           7.5068280e-09,  9.5915746e-09, -0.0000000e+00]]]],\n",
      "      dtype=float32))\n",
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      "         [-4.3012065e-07, -3.5626937e-07,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [-5.5323557e-07, -3.1109130e-07,  0.0000000e+00, ...,\n",
      "           0.0000000e+00, -5.0294467e-08,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 2.8408560e-06,  2.7204072e-07,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  4.3491042e-08,  0.0000000e+00],\n",
      "         [ 2.5205936e-06,  5.8552445e-07,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 2.6016214e-06,  0.0000000e+00, -3.9688178e-08, ...,\n",
      "           0.0000000e+00, -2.0709615e-07,  0.0000000e+00]],\n",
      "\n",
      "        [[-5.5680736e-08,  0.0000000e+00,  0.0000000e+00, ...,\n",
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      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 0.0000000e+00, -0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00, -0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 9.1291270e-07, -0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00, -0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        [[-4.4064350e-07,  0.0000000e+00, -1.2575239e-07, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 1.1497166e-06,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "          -0.0000000e+00, -2.4587806e-08,  0.0000000e+00]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[ 2.5564045e-06, -0.0000000e+00,  9.7582415e-07, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 2.2389266e-09,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 1.1320017e-06, -0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 7.1567655e-08, -0.0000000e+00,  5.4262284e-08, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00,  3.6408192e-08],\n",
      "         [ 1.2522185e-08, -0.0000000e+00,  9.4309854e-08, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  1.0139900e-08],\n",
      "         [ 3.0337520e-07, -0.0000000e+00,  9.8162850e-08, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        [[ 8.3713931e-06,  0.0000000e+00,  3.3760496e-06, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 7.8848859e-07,  0.0000000e+00,  3.8781579e-08, ...,\n",
      "           0.0000000e+00, -0.0000000e+00,  0.0000000e+00],\n",
      "         [ 6.9636321e-06,  0.0000000e+00,  2.9809669e-06, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 2.3550002e-07,  0.0000000e+00,  2.0245676e-07, ...,\n",
      "           0.0000000e+00, -0.0000000e+00,  4.5449006e-08],\n",
      "         [ 4.7650650e-07,  0.0000000e+00,  4.2553751e-07, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  8.2456552e-08],\n",
      "         [ 1.0863213e-06,  0.0000000e+00,  4.5661895e-07, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        [[ 8.6911505e-06, -0.0000000e+00,  6.4430269e-06, ...,\n",
      "           7.9850355e-07,  2.5050352e-07,  0.0000000e+00],\n",
      "         [ 2.5567947e-06,  0.0000000e+00,  3.9446290e-06, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 8.2730967e-06, -0.0000000e+00,  1.3882356e-05, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 7.4777216e-07, -0.0000000e+00,  1.1226456e-06, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  5.3211746e-09],\n",
      "         [ 8.1859457e-07, -0.0000000e+00,  1.7253337e-06, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 5.1946796e-07, -0.0000000e+00,  4.2214037e-07, ...,\n",
      "          -8.6500460e-09,  1.7772233e-08,  0.0000000e+00]]]],\n",
      "      dtype=float32))\n",
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      "         [-4.3012065e-07, -3.5626937e-07,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [-5.5323557e-07, -3.1109130e-07,  0.0000000e+00, ...,\n",
      "           0.0000000e+00, -5.0294467e-08,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 2.8408560e-06,  2.7204072e-07,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  4.3491042e-08,  0.0000000e+00],\n",
      "         [ 2.5205936e-06,  5.8552445e-07,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 2.6016214e-06,  0.0000000e+00, -3.9688178e-08, ...,\n",
      "           0.0000000e+00, -2.0709615e-07,  0.0000000e+00]],\n",
      "\n",
      "        [[-5.5680736e-08,  0.0000000e+00,  0.0000000e+00, ...,\n",
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      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 0.0000000e+00, -0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00, -0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 9.1291270e-07, -0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00, -0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        [[-4.4064350e-07,  0.0000000e+00, -1.2575239e-07, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 1.1497166e-06,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "          -0.0000000e+00, -2.4587806e-08,  0.0000000e+00]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[ 2.5564045e-06, -0.0000000e+00,  9.7582415e-07, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 2.2389266e-09,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 1.1320017e-06, -0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 7.1567655e-08, -0.0000000e+00,  5.4262284e-08, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00,  3.6408192e-08],\n",
      "         [ 1.2522185e-08, -0.0000000e+00,  9.4309854e-08, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  1.0139900e-08],\n",
      "         [ 3.0337520e-07, -0.0000000e+00,  9.8162850e-08, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        [[ 8.3713931e-06,  0.0000000e+00,  3.3760496e-06, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 7.8848859e-07,  0.0000000e+00,  3.8781579e-08, ...,\n",
      "           0.0000000e+00, -0.0000000e+00,  0.0000000e+00],\n",
      "         [ 6.9636321e-06,  0.0000000e+00,  2.9809669e-06, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 2.3550002e-07,  0.0000000e+00,  2.0245676e-07, ...,\n",
      "           0.0000000e+00, -0.0000000e+00,  4.5449006e-08],\n",
      "         [ 4.7650650e-07,  0.0000000e+00,  4.2553751e-07, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  8.2456552e-08],\n",
      "         [ 1.0863213e-06,  0.0000000e+00,  4.5661895e-07, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        [[ 8.6911505e-06, -0.0000000e+00,  6.4430269e-06, ...,\n",
      "           7.9850355e-07,  2.5050352e-07,  0.0000000e+00],\n",
      "         [ 2.5567947e-06,  0.0000000e+00,  3.9446290e-06, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 8.2730967e-06, -0.0000000e+00,  1.3882356e-05, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 7.4777216e-07, -0.0000000e+00,  1.1226456e-06, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  5.3211746e-09],\n",
      "         [ 8.1859457e-07, -0.0000000e+00,  1.7253337e-06, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 5.1946796e-07, -0.0000000e+00,  4.2214037e-07, ...,\n",
      "          -8.6500460e-09,  1.7772233e-08,  0.0000000e+00]]]],\n",
      "      dtype=float32))\n",
      "((21, 0), array([[[[-5.54516100e-06, -1.71149634e-06, -0.00000000e+00, ...,\n",
      "          -4.14471378e-06,  4.77444928e-07,  3.55551180e-08],\n",
      "         [-4.17784668e-06,  3.61594999e-07, -0.00000000e+00, ...,\n",
      "          -1.25404233e-06, -8.33707134e-07, -1.14492241e-06],\n",
      "         [ 3.05326171e-06,  1.61820083e-06,  0.00000000e+00, ...,\n",
      "           4.14727265e-06, -4.24356642e-07,  1.20173399e-06],\n",
      "         ...,\n",
      "         [ 3.06223301e-05,  2.10301696e-05,  0.00000000e+00, ...,\n",
      "           2.74298163e-05, -1.40495549e-05,  1.61392200e-06],\n",
      "         [ 2.83583959e-05,  1.20422019e-05,  0.00000000e+00, ...,\n",
      "           2.64883347e-05, -8.63280638e-06,  2.65405993e-06],\n",
      "         [ 3.23464265e-05,  3.31125420e-07,  0.00000000e+00, ...,\n",
      "          -0.00000000e+00, -8.01458191e-06, -2.48641777e-06]],\n",
      "\n",
      "        [[-5.84132692e-07,  4.79453419e-08,  0.00000000e+00, ...,\n",
      "          -4.65677743e-07, -6.74735475e-07,  5.88910950e-07],\n",
      "         [ 2.73633259e-06, -1.02222559e-08,  0.00000000e+00, ...,\n",
      "           7.82641735e-07,  3.18203277e-08,  9.03159844e-07],\n",
      "         [ 2.27339297e-06,  0.00000000e+00, -2.44857665e-06, ...,\n",
      "           1.65114932e-06, -5.41000418e-07, -1.62024762e-07],\n",
      "         ...,\n",
      "         [ 1.48871150e-05,  1.69393002e-06, -2.27938799e-05, ...,\n",
      "           1.19168117e-05, -3.51776544e-06,  2.30119235e-06],\n",
      "         [ 1.41293112e-05, -2.83929280e-09,  0.00000000e+00, ...,\n",
      "           1.39057938e-05, -6.77306843e-06,  1.01634714e-06],\n",
      "         [ 8.64352751e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -0.00000000e+00, -1.30251465e-05, -1.68031625e-06]],\n",
      "\n",
      "        [[ 4.91857463e-07,  4.24206064e-07,  0.00000000e+00, ...,\n",
      "           4.41464039e-07, -1.50382704e-07, -1.67147775e-07],\n",
      "         [ 3.03262186e-06,  4.77255995e-08, -4.42670671e-06, ...,\n",
      "           2.58163959e-06, -5.68055611e-07, -4.59819702e-08],\n",
      "         [ 1.09712062e-06, -2.04787032e-09, -1.97967961e-06, ...,\n",
      "           7.97452458e-07, -1.10381315e-07,  2.08896125e-07],\n",
      "         ...,\n",
      "         [ 5.63472781e-07,  7.53846976e-08, -0.00000000e+00, ...,\n",
      "          -0.00000000e+00, -3.06809000e-07, -4.20035846e-08],\n",
      "         [ 3.76248977e-07,  7.96718425e-09, -0.00000000e+00, ...,\n",
      "          -0.00000000e+00, -9.90198288e-08, -2.20364058e-07],\n",
      "         [ 3.17511137e-07,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00, -2.59037222e-07, -6.33505834e-08]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[ 1.07976621e-05,  3.95449206e-06,  0.00000000e+00, ...,\n",
      "           1.13129263e-05, -1.00643892e-05, -4.29266038e-06],\n",
      "         [ 2.01502917e-05,  4.97034398e-06,  0.00000000e+00, ...,\n",
      "          -0.00000000e+00, -1.42062054e-05, -5.47090212e-06],\n",
      "         [-0.00000000e+00,  1.05789120e-07,  0.00000000e+00, ...,\n",
      "          -0.00000000e+00, -6.30211116e-06, -5.80592086e-06],\n",
      "         ...,\n",
      "         [ 4.45100113e-06,  2.77570257e-06,  0.00000000e+00, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00, -2.00917452e-06],\n",
      "         [-0.00000000e+00,  2.83965136e-07,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -8.18372484e-07],\n",
      "         [ 2.51928441e-06, -5.11654264e-07,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  2.50143852e-08]],\n",
      "\n",
      "        [[ 9.72301041e-06,  5.33268212e-06,  0.00000000e+00, ...,\n",
      "           5.78238178e-06, -8.41659585e-06, -8.71258089e-06],\n",
      "         [ 1.16166211e-05,  5.10816153e-06,  0.00000000e+00, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00, -1.20185405e-05],\n",
      "         [ 8.01007718e-06,  2.82317660e-06,  0.00000000e+00, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 2.21320943e-06,  1.34084814e-06,  0.00000000e+00, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [-0.00000000e+00,  7.82639006e-07,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -2.67871769e-06],\n",
      "         [ 2.81057760e-06, -1.67281243e-07,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00]],\n",
      "\n",
      "        [[ 1.23068812e-05,  1.15544572e-05, -1.08909644e-05, ...,\n",
      "           1.64395224e-05,  0.00000000e+00, -1.53729627e-06],\n",
      "         [ 1.83632492e-05,  1.63258464e-05, -1.32363339e-05, ...,\n",
      "           1.67372109e-05,  0.00000000e+00, -3.49570223e-06],\n",
      "         [ 5.48774688e-06,  8.42811733e-06, -3.24772736e-06, ...,\n",
      "           7.38818517e-06,  0.00000000e+00, -1.38739779e-06],\n",
      "         ...,\n",
      "         [ 2.65000267e-06,  2.49412483e-06, -3.93517394e-06, ...,\n",
      "           3.28963893e-06,  0.00000000e+00, -5.63577146e-07],\n",
      "         [ 9.59744057e-07,  2.00190539e-06, -7.43731391e-07, ...,\n",
      "           5.78364279e-07,  0.00000000e+00, -1.90666171e-07],\n",
      "         [ 1.48571951e-06,  7.05602474e-08, -8.46186140e-07, ...,\n",
      "           1.14534316e-06,  0.00000000e+00, -2.72883710e-07]]]],\n",
      "      dtype=float32))\n",
      "((22, 0), array([[[[-4.71388648e-06, -6.93968968e-06, -1.86499619e-05, ...,\n",
      "          -2.04804619e-05, -2.17208253e-06, -1.57391405e-05],\n",
      "         [ 4.67204046e-07, -1.40817491e-08,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [-5.73091256e-07, -1.06393632e-08, -1.50045207e-06, ...,\n",
      "          -7.73630109e-06, -2.76052333e-07, -1.13979866e-06],\n",
      "         ...,\n",
      "         [-1.99097371e-06, -3.91881713e-07,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  1.05348846e-07,  0.00000000e+00],\n",
      "         [-1.87709884e-06, -1.29018031e-06,  2.50051198e-06, ...,\n",
      "           8.62678189e-06,  3.83597893e-07,  2.23513007e-06],\n",
      "         [-3.97785499e-07,  0.00000000e+00,  3.36218392e-07, ...,\n",
      "           0.00000000e+00, -2.67288215e-07,  0.00000000e+00]],\n",
      "\n",
      "        [[ 6.88121474e-07,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 0.00000000e+00, -0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00, -0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [-1.63329719e-06, -0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00, -0.00000000e+00,  0.00000000e+00]],\n",
      "\n",
      "        [[-4.60314084e-07, -2.07779976e-06, -7.10441327e-07, ...,\n",
      "          -4.36757091e-06, -9.37114748e-07, -2.75615048e-06],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [-3.03953334e-06, -1.79641779e-06, -3.01505020e-06, ...,\n",
      "          -6.08923392e-06, -7.30288093e-07, -5.90045317e-07],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 6.61577633e-06,  3.98078600e-06,  4.56950329e-06, ...,\n",
      "           9.02457577e-06,  2.04107778e-06,  2.29740181e-06],\n",
      "         [-3.21770040e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -0.00000000e+00, -6.25514929e-08,  0.00000000e+00]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[-1.26447173e-06, -0.00000000e+00, -2.58188862e-07, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [-1.47049059e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [-4.98152895e-06, -0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         ...,\n",
      "         [-4.28852474e-07, -0.00000000e+00, -1.85987005e-07, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00,  1.34529017e-07],\n",
      "         [-5.93179777e-07, -0.00000000e+00, -2.38567765e-07, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  1.23673772e-07],\n",
      "         [-2.84290877e-07, -0.00000000e+00, -1.36502095e-07, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00,  0.00000000e+00]],\n",
      "\n",
      "        [[-1.85735223e-06,  5.88034845e-06, -3.96828113e-07, ...,\n",
      "           2.83823033e-06,  4.15537507e-08,  6.91281684e-07],\n",
      "         [-4.71442900e-06,  0.00000000e+00, -2.00168574e-06, ...,\n",
      "           0.00000000e+00, -0.00000000e+00,  0.00000000e+00],\n",
      "         [-1.12656417e-05,  6.02895261e-06, -6.08440041e-06, ...,\n",
      "           7.96401582e-06,  1.63602238e-07, -8.91116443e-08],\n",
      "         ...,\n",
      "         [-8.01176839e-07,  0.00000000e+00, -2.27346703e-07, ...,\n",
      "           0.00000000e+00, -0.00000000e+00,  1.71789580e-07],\n",
      "         [-1.62262063e-06,  1.18069909e-06, -8.07333663e-07, ...,\n",
      "           1.10843519e-06, -2.01496547e-07,  5.13944656e-07],\n",
      "         [-7.07884908e-07,  0.00000000e+00, -1.19409293e-07, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00]],\n",
      "\n",
      "        [[ 1.00269438e-06, -0.00000000e+00,  3.32054105e-06, ...,\n",
      "          -4.96176142e-07,  3.45046629e-07,  0.00000000e+00],\n",
      "         [-2.99831527e-06,  0.00000000e+00,  1.02320780e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [-4.95656695e-06, -0.00000000e+00,  5.57564317e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         ...,\n",
      "         [-5.64570030e-07, -0.00000000e+00,  4.50462608e-07, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  1.11234421e-07],\n",
      "         [-7.47304341e-07, -0.00000000e+00,  6.84791814e-07, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [-2.74679536e-07, -0.00000000e+00,  1.15649428e-07, ...,\n",
      "           1.08062483e-08,  3.48591840e-08,  0.00000000e+00]]]],\n",
      "      dtype=float32))\n",
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      "         [-2.46455465e-06,  4.60380363e-07, -0.00000000e+00, ...,\n",
      "          -9.42791530e-07,  4.90139655e-07, -3.17675222e-06],\n",
      "         [ 1.90563662e-06,  2.13781050e-06,  0.00000000e+00, ...,\n",
      "           3.18454181e-06,  4.53594424e-07,  3.00837451e-06],\n",
      "         ...,\n",
      "         [ 1.66149821e-05,  2.81019275e-05,  0.00000000e+00, ...,\n",
      "           1.92442967e-05,  7.13192776e-06,  8.99546922e-06],\n",
      "         [ 1.45732629e-05,  1.66982900e-05,  0.00000000e+00, ...,\n",
      "           1.70668809e-05,  1.05395179e-06,  1.87545738e-05],\n",
      "         [ 1.66793143e-05,  5.85370708e-06,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  1.62667584e-06,  1.03395678e-05]],\n",
      "\n",
      "        [[-2.92163122e-07,  1.06652692e-07,  0.00000000e+00, ...,\n",
      "          -3.26599690e-07,  2.08586695e-08, -8.58122007e-07],\n",
      "         [ 4.94146320e-07,  3.41361385e-07,  0.00000000e+00, ...,\n",
      "           2.38436712e-07,  6.79725304e-07,  3.39647386e-06],\n",
      "         [ 6.10286293e-08,  0.00000000e+00,  1.33323636e-06, ...,\n",
      "           4.18747959e-07,  1.96128940e-06,  1.74459649e-06],\n",
      "         ...,\n",
      "         [ 1.59698175e-06,  6.33236414e-06,  1.11832804e-07, ...,\n",
      "           4.84152270e-06,  5.81842642e-06,  1.02095601e-05],\n",
      "         [ 4.16095691e-06,  2.76933838e-06,  0.00000000e+00, ...,\n",
      "           5.84937243e-06,  3.84569648e-06,  6.92225012e-06],\n",
      "         [ 3.22652522e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  3.88974513e-06,  6.83023018e-06]],\n",
      "\n",
      "        [[ 5.83273945e-08,  7.64167680e-07,  0.00000000e+00, ...,\n",
      "           1.86054038e-07,  3.01833751e-07,  5.06747028e-07],\n",
      "         [ 6.50826678e-07,  7.94171171e-07,  1.03256752e-06, ...,\n",
      "           1.00137083e-06,  7.07185450e-07,  1.16228034e-06],\n",
      "         [ 1.14928987e-07,  1.43236448e-07,  4.80527092e-07, ...,\n",
      "           3.06928257e-07,  5.93043865e-07,  1.41491773e-06],\n",
      "         ...,\n",
      "         [ 7.12621286e-08,  4.15788890e-07, -0.00000000e+00, ...,\n",
      "           0.00000000e+00,  3.88410399e-07,  5.71572343e-07],\n",
      "         [ 8.30644069e-08,  1.86679799e-07, -0.00000000e+00, ...,\n",
      "           0.00000000e+00,  1.08134541e-08,  6.82974360e-07],\n",
      "         [ 6.24893204e-08,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  5.70732084e-08,  2.40602077e-07]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[ 1.43139243e-06,  7.11222992e-06,  0.00000000e+00, ...,\n",
      "           3.93886330e-06,  1.21714891e-07,  3.17841977e-06],\n",
      "         [ 2.52530594e-06,  9.57021348e-06,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  1.29505406e-06,  3.48935168e-06],\n",
      "         [ 0.00000000e+00,  2.90817047e-06,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  2.46254785e-06,  1.67981068e-06],\n",
      "         ...,\n",
      "         [ 9.75024477e-07,  4.01995749e-06,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  5.31157070e-07],\n",
      "         [ 0.00000000e+00,  5.48661035e-07,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  2.12012651e-07],\n",
      "         [ 6.70142128e-07,  1.77637418e-07,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -5.48265167e-09]],\n",
      "\n",
      "        [[ 2.22628546e-06,  9.14978864e-06,  0.00000000e+00, ...,\n",
      "           8.46713021e-07,  1.13146740e-07,  7.48777836e-07],\n",
      "         [ 1.31459296e-06,  8.85103600e-06,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  7.91942966e-07],\n",
      "         [ 1.28512136e-06,  4.89259082e-06,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 4.02261378e-07,  2.51162896e-06,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  1.30542526e-06,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  3.11908046e-08],\n",
      "         [ 8.13998327e-07,  2.43174384e-07,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00]],\n",
      "\n",
      "        [[ 5.57682779e-06,  1.40747961e-05,  9.51594927e-07, ...,\n",
      "           1.03998182e-05,  0.00000000e+00,  2.96972985e-06],\n",
      "         [ 5.76375260e-06,  1.97364043e-05,  7.74376804e-06, ...,\n",
      "           8.38249343e-06,  0.00000000e+00,  7.07490062e-06],\n",
      "         [ 1.57436546e-06,  1.03450684e-05,  1.56749888e-06, ...,\n",
      "           3.37602933e-06,  0.00000000e+00,  1.78866617e-06],\n",
      "         ...,\n",
      "         [ 7.72971248e-07,  3.09756842e-06,  1.66407926e-06, ...,\n",
      "           1.62851450e-06,  0.00000000e+00,  7.40928726e-07],\n",
      "         [ 2.49819834e-07,  2.46824038e-06,  3.40270589e-07, ...,\n",
      "           2.54590162e-07,  0.00000000e+00,  2.12993186e-07],\n",
      "         [ 4.96641860e-07,  1.58956524e-07,  8.89814714e-07, ...,\n",
      "           8.52618882e-08,  0.00000000e+00,  2.09872880e-07]]]],\n",
      "      dtype=float32))\n",
      "((24, 0), array([[[[-3.34571314e-06, -2.29099351e-06, -0.00000000e+00, ...,\n",
      "          -3.09590655e-06, -9.39607787e-07, -1.16458807e-06],\n",
      "         [-2.46455465e-06,  4.60380363e-07, -0.00000000e+00, ...,\n",
      "          -9.42791530e-07,  4.90139655e-07, -3.17675222e-06],\n",
      "         [ 1.90563662e-06,  2.13781050e-06,  0.00000000e+00, ...,\n",
      "           3.18454181e-06,  4.53594424e-07,  3.00837451e-06],\n",
      "         ...,\n",
      "         [ 1.66149821e-05,  2.81019275e-05,  0.00000000e+00, ...,\n",
      "           1.92442967e-05,  7.13192776e-06,  8.99546922e-06],\n",
      "         [ 1.45732629e-05,  1.66982900e-05,  0.00000000e+00, ...,\n",
      "           1.70668809e-05,  1.05395179e-06,  1.87545738e-05],\n",
      "         [ 1.66793143e-05,  5.85370708e-06,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  1.62667584e-06,  1.03395678e-05]],\n",
      "\n",
      "        [[-2.92163122e-07,  1.06652692e-07,  0.00000000e+00, ...,\n",
      "          -3.26599690e-07,  2.08586695e-08, -8.58122007e-07],\n",
      "         [ 4.94146320e-07,  3.41361385e-07,  0.00000000e+00, ...,\n",
      "           2.38436712e-07,  6.79725304e-07,  3.39647386e-06],\n",
      "         [ 6.10286293e-08,  0.00000000e+00,  1.33323636e-06, ...,\n",
      "           4.18747959e-07,  1.96128940e-06,  1.74459649e-06],\n",
      "         ...,\n",
      "         [ 1.59698175e-06,  6.33236414e-06,  1.11832804e-07, ...,\n",
      "           4.84152270e-06,  5.81842642e-06,  1.02095601e-05],\n",
      "         [ 4.16095691e-06,  2.76933838e-06,  0.00000000e+00, ...,\n",
      "           5.84937243e-06,  3.84569648e-06,  6.92225012e-06],\n",
      "         [ 3.22652522e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  3.88974513e-06,  6.83023018e-06]],\n",
      "\n",
      "        [[ 5.83273945e-08,  7.64167680e-07,  0.00000000e+00, ...,\n",
      "           1.86054038e-07,  3.01833751e-07,  5.06747028e-07],\n",
      "         [ 6.50826678e-07,  7.94171171e-07,  1.03256752e-06, ...,\n",
      "           1.00137083e-06,  7.07185450e-07,  1.16228034e-06],\n",
      "         [ 1.14928987e-07,  1.43236448e-07,  4.80527092e-07, ...,\n",
      "           3.06928257e-07,  5.93043865e-07,  1.41491773e-06],\n",
      "         ...,\n",
      "         [ 7.12621286e-08,  4.15788890e-07, -0.00000000e+00, ...,\n",
      "           0.00000000e+00,  3.88410399e-07,  5.71572343e-07],\n",
      "         [ 8.30644069e-08,  1.86679799e-07, -0.00000000e+00, ...,\n",
      "           0.00000000e+00,  1.08134541e-08,  6.82974360e-07],\n",
      "         [ 6.24893204e-08,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  5.70732084e-08,  2.40602077e-07]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[ 1.43139243e-06,  7.11222992e-06,  0.00000000e+00, ...,\n",
      "           3.93886330e-06,  1.21714891e-07,  3.17841977e-06],\n",
      "         [ 2.52530594e-06,  9.57021348e-06,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  1.29505406e-06,  3.48935168e-06],\n",
      "         [ 0.00000000e+00,  2.90817047e-06,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  2.46254785e-06,  1.67981068e-06],\n",
      "         ...,\n",
      "         [ 9.75024477e-07,  4.01995749e-06,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  5.31157070e-07],\n",
      "         [ 0.00000000e+00,  5.48661035e-07,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  2.12012651e-07],\n",
      "         [ 6.70142128e-07,  1.77637418e-07,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -5.48265167e-09]],\n",
      "\n",
      "        [[ 2.22628546e-06,  9.14978864e-06,  0.00000000e+00, ...,\n",
      "           8.46713021e-07,  1.13146740e-07,  7.48777836e-07],\n",
      "         [ 1.31459296e-06,  8.85103600e-06,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  7.91942966e-07],\n",
      "         [ 1.28512136e-06,  4.89259082e-06,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 4.02261378e-07,  2.51162896e-06,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  1.30542526e-06,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  3.11908046e-08],\n",
      "         [ 8.13998327e-07,  2.43174384e-07,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00]],\n",
      "\n",
      "        [[ 5.57682779e-06,  1.40747961e-05,  9.51594927e-07, ...,\n",
      "           1.03998182e-05,  0.00000000e+00,  2.96972985e-06],\n",
      "         [ 5.76375260e-06,  1.97364043e-05,  7.74376804e-06, ...,\n",
      "           8.38249343e-06,  0.00000000e+00,  7.07490062e-06],\n",
      "         [ 1.57436546e-06,  1.03450684e-05,  1.56749888e-06, ...,\n",
      "           3.37602933e-06,  0.00000000e+00,  1.78866617e-06],\n",
      "         ...,\n",
      "         [ 7.72971248e-07,  3.09756842e-06,  1.66407926e-06, ...,\n",
      "           1.62851450e-06,  0.00000000e+00,  7.40928726e-07],\n",
      "         [ 2.49819834e-07,  2.46824038e-06,  3.40270589e-07, ...,\n",
      "           2.54590162e-07,  0.00000000e+00,  2.12993186e-07],\n",
      "         [ 4.96641860e-07,  1.58956524e-07,  8.89814714e-07, ...,\n",
      "           8.52618882e-08,  0.00000000e+00,  2.09872880e-07]]]],\n",
      "      dtype=float32))\n",
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      "         [ 0.00000000e+00, -4.90735374e-07,  2.37685569e-07, ...,\n",
      "           1.65755353e-06, -0.00000000e+00,  2.68918279e-06],\n",
      "         [ 2.09054506e-05,  6.83239432e-06,  1.05418030e-06, ...,\n",
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      "          -4.15698742e-06,  0.00000000e+00, -4.05572200e-06],\n",
      "         [ 5.11428152e-05,  8.58223721e-05,  1.35069899e-06, ...,\n",
      "           6.24996683e-05,  3.28057504e-05,  1.14703835e-04],\n",
      "         [-2.11106544e-06,  1.37009079e-06, -5.66997699e-07, ...,\n",
      "          -2.10258395e-06, -0.00000000e+00,  0.00000000e+00]],\n",
      "\n",
      "        [[ 0.00000000e+00, -2.16465850e-07,  0.00000000e+00, ...,\n",
      "           0.00000000e+00, -2.24032374e-06,  1.83992063e-06],\n",
      "         [ 0.00000000e+00, -2.50510197e-07,  0.00000000e+00, ...,\n",
      "           5.19919558e-06, -1.21379685e-07,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           2.53371218e-06, -9.47025512e-07,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 0.00000000e+00, -0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -4.18743821e-06,  6.90593481e-07,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  7.70801671e-06,  0.00000000e+00, ...,\n",
      "          -8.65538732e-06,  1.89515163e-06,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  1.70486601e-06,  0.00000000e+00, ...,\n",
      "          -3.35950062e-06, -0.00000000e+00,  0.00000000e+00]],\n",
      "\n",
      "        [[ 7.98710516e-06, -1.25600593e-06,  3.68927147e-07, ...,\n",
      "           1.05913159e-05, -4.91348737e-06,  2.52192808e-06],\n",
      "         [ 0.00000000e+00, -0.00000000e+00,  0.00000000e+00, ...,\n",
      "           4.80634071e-06, -6.80708112e-08,  3.84040140e-06],\n",
      "         [ 2.69729371e-05,  2.68016652e-06,  2.39731719e-07, ...,\n",
      "           1.39099948e-05, -1.73347951e-06,  1.49504958e-05],\n",
      "         ...,\n",
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      "          -8.56855149e-06,  3.50027648e-07, -5.91174648e-06],\n",
      "         [ 1.11255586e-05,  8.74446596e-06,  1.29955265e-06, ...,\n",
      "          -6.64156869e-06,  8.92675871e-07, -4.45031947e-06],\n",
      "         [-5.99034593e-06,  1.27718909e-06,  0.00000000e+00, ...,\n",
      "          -4.99402995e-06, -0.00000000e+00, -3.23208928e-06]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[ 0.00000000e+00,  6.71739429e-07,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  9.20543187e-07, -1.51302163e-06],\n",
      "         [-8.25625921e-06, -0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -4.46258673e-06, -0.00000000e+00, -3.29001318e-06],\n",
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      "          -1.40305065e-05, -0.00000000e+00, -1.70177045e-05],\n",
      "         ...,\n",
      "         [-2.65330209e-06,  2.71894578e-07,  0.00000000e+00, ...,\n",
      "          -1.26820612e-06, -0.00000000e+00, -4.80719393e-07],\n",
      "         [-2.47121397e-06, -0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -2.76231333e-07, -0.00000000e+00, -1.94732615e-06],\n",
      "         [-2.33203491e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -5.73113596e-07, -0.00000000e+00, -7.78311971e-07]],\n",
      "\n",
      "        [[ 6.03326771e-05,  3.46330780e-05,  1.07178278e-06, ...,\n",
      "           3.92332659e-05,  3.38211103e-05,  2.46318632e-05],\n",
      "         [-1.76869780e-05,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -7.24451229e-06, -0.00000000e+00, -5.25419227e-06],\n",
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      "          -3.78628170e-06, -1.72146372e-07, -9.56548502e-06],\n",
      "         ...,\n",
      "         [-6.22171365e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -2.59141189e-06, -0.00000000e+00, -3.06025254e-06],\n",
      "         [ 8.45268801e-07, -4.36691238e-07, -7.82899224e-06, ...,\n",
      "           2.11789072e-07, -3.08607900e-06, -1.28278716e-05],\n",
      "         [-3.91742969e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -1.64426115e-06, -0.00000000e+00, -9.99619260e-07]],\n",
      "\n",
      "        [[-5.52795245e-06, -0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -7.15246733e-06,  3.02063290e-06,  0.00000000e+00],\n",
      "         [-5.69040549e-06, -0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -3.55883390e-06,  1.63574634e-06,  0.00000000e+00],\n",
      "         [-9.97357802e-06, -0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -3.67167695e-06,  6.58743545e-07,  0.00000000e+00],\n",
      "         ...,\n",
      "         [-2.56817953e-06, -0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -2.12294523e-07, -1.70900293e-07,  0.00000000e+00],\n",
      "         [-4.10575331e-06, -0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -2.35983225e-06,  9.46916785e-08,  0.00000000e+00],\n",
      "         [-1.49980951e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -6.22995174e-07,  3.97710487e-08, -7.03981868e-07]]]],\n",
      "      dtype=float32))\n",
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      "         [ 0.0000000e+00, -4.1694159e-07, -1.4467001e-06, ...,\n",
      "           3.0626140e-07, -0.0000000e+00,  3.2355608e-06],\n",
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      "         [ 2.6589976e-05,  7.0932845e-05,  4.1123709e-05, ...,\n",
      "           1.5720821e-05,  1.0460210e-04,  1.3627918e-04],\n",
      "         [-1.0502652e-06,  9.8577777e-07,  1.4543032e-06, ...,\n",
      "           3.5845940e-07,  0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
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      "           0.0000000e+00, -3.8261192e-07,  2.3724169e-06],\n",
      "         [ 0.0000000e+00, -2.1048628e-07,  0.0000000e+00, ...,\n",
      "           2.7410797e-06, -6.9307636e-11,  0.0000000e+00],\n",
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      "           8.1972240e-07,  2.4595741e-07,  0.0000000e+00],\n",
      "         ...,\n",
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      "          -1.4069062e-06, -6.0675995e-07,  0.0000000e+00],\n",
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      "          -3.5893145e-06, -3.2502618e-07,  0.0000000e+00],\n",
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      "          -1.5782941e-06, -0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        [[ 4.5504007e-06, -9.5207582e-07, -4.2031879e-06, ...,\n",
      "           3.7978546e-06, -1.0108464e-06,  3.2536300e-06],\n",
      "         [ 0.0000000e+00, -0.0000000e+00,  0.0000000e+00, ...,\n",
      "           1.7856432e-06,  2.5678538e-08,  5.1397496e-06],\n",
      "         [ 1.3180697e-05,  2.0860659e-06,  7.0752513e-08, ...,\n",
      "           5.8877067e-06,  3.2992814e-06,  1.9157058e-05],\n",
      "         ...,\n",
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      "          -8.6955515e-07, -6.3201981e-07, -8.0275522e-06],\n",
      "         [ 5.9919030e-06,  6.5800677e-06,  3.6169973e-07, ...,\n",
      "          -1.3049145e-06, -5.1555776e-07, -5.9873273e-06],\n",
      "         [-3.0916567e-06,  5.4970673e-07,  0.0000000e+00, ...,\n",
      "          -1.5349572e-06,  0.0000000e+00, -4.3436739e-06]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[ 0.0000000e+00,  4.1916030e-07, -0.0000000e+00, ...,\n",
      "           0.0000000e+00, -1.7138142e-07, -1.9673744e-06],\n",
      "         [-3.2601458e-06, -0.0000000e+00,  0.0000000e+00, ...,\n",
      "           1.5584948e-07,  0.0000000e+00, -4.4165708e-06],\n",
      "         [ 0.0000000e+00,  0.0000000e+00, -0.0000000e+00, ...,\n",
      "           4.9094715e-06,  0.0000000e+00, -2.2719460e-05],\n",
      "         ...,\n",
      "         [-1.0119614e-06,  9.5272505e-08,  0.0000000e+00, ...,\n",
      "           2.2523288e-07,  0.0000000e+00, -6.2990080e-07],\n",
      "         [-7.3618105e-07,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           2.5075101e-08,  0.0000000e+00, -2.6033460e-06],\n",
      "         [-7.2731433e-07,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           4.0688866e-07,  0.0000000e+00, -1.2219713e-06]],\n",
      "\n",
      "        [[ 2.3356632e-05,  2.0481111e-05, -4.8402026e-06, ...,\n",
      "           1.0386886e-05, -3.2028888e-06,  3.1594838e-05],\n",
      "         [-5.9224135e-06,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           1.9943359e-06,  0.0000000e+00, -7.0275482e-06],\n",
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      "           3.5121395e-06,  3.9042121e-07, -1.2814268e-05],\n",
      "         ...,\n",
      "         [-1.8081869e-06,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           1.7893545e-06,  0.0000000e+00, -4.2070114e-06],\n",
      "         [ 2.1427995e-07,  4.5580290e-07, -6.2984691e-07, ...,\n",
      "          -9.4864227e-08,  5.1049324e-06, -1.7006038e-05],\n",
      "         [-1.1484967e-06,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           2.2143909e-06,  0.0000000e+00, -1.5631209e-06]],\n",
      "\n",
      "        [[-2.0256944e-06, -0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -2.0322409e-06,  1.0655216e-07,  0.0000000e+00],\n",
      "         [-1.1422563e-06, -0.0000000e+00, -0.0000000e+00, ...,\n",
      "           1.2618797e-06, -1.2545474e-06,  0.0000000e+00],\n",
      "         [-1.3103623e-06,  0.0000000e+00, -0.0000000e+00, ...,\n",
      "           6.1806973e-06, -6.6556333e-07,  0.0000000e+00],\n",
      "         ...,\n",
      "         [-2.0483502e-07,  0.0000000e+00, -0.0000000e+00, ...,\n",
      "           1.1960457e-06,  1.2243567e-07,  0.0000000e+00],\n",
      "         [-4.3149188e-07,  0.0000000e+00, -0.0000000e+00, ...,\n",
      "           2.8359575e-06, -7.7248799e-08,  0.0000000e+00],\n",
      "         [-3.1035358e-07,  0.0000000e+00, -0.0000000e+00, ...,\n",
      "           6.3192175e-07,  2.0568292e-09, -1.0014761e-06]]]],\n",
      "      dtype=float32))\n",
      "((26, 1), array([[[[-3.25866204e-05,  7.04762215e-06, -1.34674247e-05, ...,\n",
      "          -1.83459288e-05, -6.40831786e-06, -8.55179820e-08],\n",
      "         [ 0.00000000e+00,  4.19173574e-07, -4.96261876e-08, ...,\n",
      "           2.07862371e-07,  0.00000000e+00,  4.07379900e-07],\n",
      "         [ 2.01094153e-05, -1.89316222e-06,  2.12733903e-06, ...,\n",
      "           2.19990193e-06, -6.46719513e-07,  2.76219225e-06],\n",
      "         ...,\n",
      "         [ 0.00000000e+00, -1.24329119e-06,  1.26869168e-06, ...,\n",
      "           1.01545425e-07, -0.00000000e+00, -8.46450860e-07],\n",
      "         [ 3.96091418e-05, -3.14331228e-05,  1.88108279e-05, ...,\n",
      "           2.44965304e-05, -1.45415805e-04,  1.25752695e-05],\n",
      "         [-6.57331952e-07, -5.35778675e-08,  2.54000270e-06, ...,\n",
      "          -5.81942800e-07, -0.00000000e+00,  0.00000000e+00]],\n",
      "\n",
      "        [[ 0.00000000e+00,  1.47200268e-07,  0.00000000e+00, ...,\n",
      "           0.00000000e+00, -3.30902913e-06,  2.02614352e-08],\n",
      "         [ 0.00000000e+00,  2.03440464e-07,  0.00000000e+00, ...,\n",
      "          -3.66186441e-07, -3.81832422e-07,  0.00000000e+00],\n",
      "         [ 0.00000000e+00, -0.00000000e+00,  0.00000000e+00, ...,\n",
      "           4.39614553e-07, -2.82095743e-06,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -5.27042403e-07,  2.15113255e-06,  0.00000000e+00],\n",
      "         [ 0.00000000e+00, -2.31943454e-06,  0.00000000e+00, ...,\n",
      "          -3.35781465e-06,  4.25887811e-06,  0.00000000e+00],\n",
      "         [ 0.00000000e+00, -7.81835752e-07,  0.00000000e+00, ...,\n",
      "          -8.55345547e-07, -0.00000000e+00,  0.00000000e+00]],\n",
      "\n",
      "        [[ 6.94208484e-06,  1.18207265e-06,  2.73531191e-06, ...,\n",
      "          -1.97377389e-07, -5.11052531e-06, -1.19125680e-07],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           2.32238662e-07, -1.09822892e-07,  1.39839528e-06],\n",
      "         [ 3.67361281e-05, -1.79383096e-06, -1.61915903e-08, ...,\n",
      "           2.35522748e-06, -9.52871960e-06,  7.17083185e-06],\n",
      "         ...,\n",
      "         [ 0.00000000e+00, -2.59902379e-07,  0.00000000e+00, ...,\n",
      "          -1.42858289e-06,  1.48225752e-06, -1.30274725e-06],\n",
      "         [ 1.05813788e-05, -1.18640946e-06,  2.05877814e-06, ...,\n",
      "          -1.89711272e-06,  1.98930684e-06, -5.61257139e-07],\n",
      "         [-2.98087525e-06, -8.54047926e-07,  0.00000000e+00, ...,\n",
      "          -8.32503417e-07, -0.00000000e+00,  1.53966262e-08]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[ 0.00000000e+00, -4.22107405e-07,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  1.15037778e-06,  2.87629138e-08],\n",
      "         [-6.51157552e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -1.39532881e-06, -0.00000000e+00, -1.09273719e-06],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -6.73044099e-07, -0.00000000e+00, -8.52999256e-06],\n",
      "         ...,\n",
      "         [-2.04863773e-06, -2.23627822e-07,  0.00000000e+00, ...,\n",
      "          -6.19289438e-08, -0.00000000e+00, -8.62934044e-08],\n",
      "         [-2.45382171e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -7.10797465e-08, -0.00000000e+00, -1.15053808e-06],\n",
      "         [-1.15663693e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           2.87592115e-07,  0.00000000e+00,  8.26449522e-08]],\n",
      "\n",
      "        [[ 8.74169746e-06, -2.56685162e-05,  4.43921090e-06, ...,\n",
      "           2.21766732e-05,  4.82991563e-05,  9.62062859e-06],\n",
      "         [-5.54718781e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -1.97292002e-06, -0.00000000e+00, -2.73260912e-06],\n",
      "         [-1.17583922e-05, -4.32926299e-06,  1.19953547e-05, ...,\n",
      "          -3.16078672e-06, -4.47036797e-07, -7.74674572e-06],\n",
      "         ...,\n",
      "         [-3.46703405e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -1.73321780e-06, -0.00000000e+00, -2.38110897e-06],\n",
      "         [ 4.05259783e-07,  2.94333972e-06, -2.24317719e-05, ...,\n",
      "           4.04296046e-08, -4.55350801e-06, -1.24758726e-05],\n",
      "         [-2.03931245e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           1.46979369e-06,  0.00000000e+00,  7.79797418e-08]],\n",
      "\n",
      "        [[-2.05916194e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           7.27442171e-07,  4.81958705e-06,  0.00000000e+00],\n",
      "         [-4.27822357e-07,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           3.86350848e-06,  4.81035522e-06,  0.00000000e+00],\n",
      "         [ 7.53828715e-07,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           8.39373661e-06,  2.36721462e-06,  0.00000000e+00],\n",
      "         ...,\n",
      "         [-1.02816529e-07,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           1.13306328e-06, -5.48157175e-07,  0.00000000e+00],\n",
      "         [-7.56582097e-07,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           3.96599717e-06,  2.67877454e-07,  0.00000000e+00],\n",
      "         [ 1.68538818e-07,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           7.97690859e-07,  3.35879520e-08, -5.94546407e-07]]]],\n",
      "      dtype=float32))\n",
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      "         [ 0.0000000e+00, -7.0536096e-08, -5.2773288e-09, ...,\n",
      "           0.0000000e+00, -0.0000000e+00, -0.0000000e+00],\n",
      "         [ 0.0000000e+00,  4.3201601e-07,  3.0831291e-07, ...,\n",
      "           0.0000000e+00,  2.2448233e-08,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 0.0000000e+00,  6.3938921e-07,  2.2647572e-07, ...,\n",
      "           3.6801083e-07,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  1.9684248e-06,  4.5080805e-07, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 1.8163053e-07,  6.4540615e-07,  8.6011300e-07, ...,\n",
      "           1.3560627e-07,  0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        [[ 0.0000000e+00, -6.8826054e-08,  0.0000000e+00, ...,\n",
      "           0.0000000e+00, -3.4060835e-07,  0.0000000e+00],\n",
      "         [ 0.0000000e+00, -4.6513399e-08,  0.0000000e+00, ...,\n",
      "           0.0000000e+00, -1.9176636e-07,  0.0000000e+00],\n",
      "         [ 0.0000000e+00, -0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  5.0546606e-07,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  5.6317714e-07,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  1.3012466e-06,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  2.2547135e-06,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  3.2666594e-07,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        [[ 0.0000000e+00, -4.7814428e-09,  0.0000000e+00, ...,\n",
      "           0.0000000e+00, -2.0285121e-07, -9.7850066e-09],\n",
      "         [ 0.0000000e+00,  0.0000000e+00, -0.0000000e+00, ...,\n",
      "           0.0000000e+00, -1.3241232e-08, -0.0000000e+00],\n",
      "         [ 0.0000000e+00,  6.6029735e-08, -0.0000000e+00, ...,\n",
      "           0.0000000e+00,  1.5441715e-07,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 0.0000000e+00,  2.4206523e-07,  0.0000000e+00, ...,\n",
      "           8.4648368e-09,  1.0751087e-07,  1.6961627e-08],\n",
      "         [ 0.0000000e+00,  9.7844509e-07,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  3.4225118e-07,  8.3101199e-08],\n",
      "         [ 0.0000000e+00,  3.5531162e-08,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  2.1888151e-07]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[ 0.0000000e+00,  2.4612160e-07,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  1.5316652e-07,  9.1435794e-08],\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           5.6975178e-08,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           1.7763684e-06,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 0.0000000e+00,  2.0643437e-08,  0.0000000e+00, ...,\n",
      "           2.1580293e-07,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           4.6983345e-08,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 7.4642877e-08,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           2.1767245e-07,  0.0000000e+00,  1.4788732e-07]],\n",
      "\n",
      "        [[ 1.2873725e-06,  2.2890892e-07,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  5.7677391e-07,  0.0000000e+00],\n",
      "         [ 1.6311965e-06,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           6.0781383e-07,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 2.0679017e-06,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           1.4489408e-06,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 2.9316826e-07,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           1.7856082e-07,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 3.4253341e-07,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           1.9966625e-07,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 1.4357414e-07,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           2.5512526e-07,  0.0000000e+00,  1.8078030e-07]],\n",
      "\n",
      "        [[ 3.3301345e-07,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           5.0435698e-08,  6.0894820e-07,  0.0000000e+00],\n",
      "         [ 2.1246703e-06,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           1.6153875e-06,  3.7572809e-07,  0.0000000e+00],\n",
      "         [ 4.0659343e-06,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           4.4303260e-06,  7.0007076e-07,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 6.8967142e-07,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           6.8361174e-07,  1.5940685e-07,  0.0000000e+00],\n",
      "         [ 4.1781442e-07,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           3.9520575e-07,  6.0589137e-08,  0.0000000e+00],\n",
      "         [ 2.6553639e-07,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           4.9248332e-08,  7.1205180e-09,  0.0000000e+00]]]],\n",
      "      dtype=float32))\n",
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      "         [ 0.0000000e+00, -7.0536096e-08, -5.2773288e-09, ...,\n",
      "           0.0000000e+00, -0.0000000e+00, -0.0000000e+00],\n",
      "         [ 0.0000000e+00,  4.3201601e-07,  3.0831291e-07, ...,\n",
      "           0.0000000e+00,  2.2448233e-08,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 0.0000000e+00,  6.3938921e-07,  2.2647572e-07, ...,\n",
      "           3.6801083e-07,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  1.9684248e-06,  4.5080805e-07, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 1.8163053e-07,  6.4540615e-07,  8.6011300e-07, ...,\n",
      "           1.3560627e-07,  0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        [[ 0.0000000e+00, -6.8826054e-08,  0.0000000e+00, ...,\n",
      "           0.0000000e+00, -3.4060835e-07,  0.0000000e+00],\n",
      "         [ 0.0000000e+00, -4.6513399e-08,  0.0000000e+00, ...,\n",
      "           0.0000000e+00, -1.9176636e-07,  0.0000000e+00],\n",
      "         [ 0.0000000e+00, -0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  5.0546606e-07,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  5.6317714e-07,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  1.3012466e-06,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  2.2547135e-06,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  3.2666594e-07,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
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      "           0.0000000e+00, -2.0285121e-07, -9.7850066e-09],\n",
      "         [ 0.0000000e+00,  0.0000000e+00, -0.0000000e+00, ...,\n",
      "           0.0000000e+00, -1.3241232e-08, -0.0000000e+00],\n",
      "         [ 0.0000000e+00,  6.6029735e-08, -0.0000000e+00, ...,\n",
      "           0.0000000e+00,  1.5441715e-07,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 0.0000000e+00,  2.4206523e-07,  0.0000000e+00, ...,\n",
      "           8.4648368e-09,  1.0751087e-07,  1.6961627e-08],\n",
      "         [ 0.0000000e+00,  9.7844509e-07,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  3.4225118e-07,  8.3101199e-08],\n",
      "         [ 0.0000000e+00,  3.5531162e-08,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  2.1888151e-07]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[ 0.0000000e+00,  2.4612160e-07,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  1.5316652e-07,  9.1435794e-08],\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           5.6975178e-08,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           1.7763684e-06,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 0.0000000e+00,  2.0643437e-08,  0.0000000e+00, ...,\n",
      "           2.1580293e-07,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           4.6983345e-08,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 7.4642877e-08,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           2.1767245e-07,  0.0000000e+00,  1.4788732e-07]],\n",
      "\n",
      "        [[ 1.2873725e-06,  2.2890892e-07,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  5.7677391e-07,  0.0000000e+00],\n",
      "         [ 1.6311965e-06,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           6.0781383e-07,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 2.0679017e-06,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           1.4489408e-06,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 2.9316826e-07,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           1.7856082e-07,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 3.4253341e-07,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           1.9966625e-07,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 1.4357414e-07,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           2.5512526e-07,  0.0000000e+00,  1.8078030e-07]],\n",
      "\n",
      "        [[ 3.3301345e-07,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           5.0435698e-08,  6.0894820e-07,  0.0000000e+00],\n",
      "         [ 2.1246703e-06,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           1.6153875e-06,  3.7572809e-07,  0.0000000e+00],\n",
      "         [ 4.0659343e-06,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           4.4303260e-06,  7.0007076e-07,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 6.8967142e-07,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           6.8361174e-07,  1.5940685e-07,  0.0000000e+00],\n",
      "         [ 4.1781442e-07,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           3.9520575e-07,  6.0589137e-08,  0.0000000e+00],\n",
      "         [ 2.6553639e-07,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           4.9248332e-08,  7.1205180e-09,  0.0000000e+00]]]],\n",
      "      dtype=float32))\n",
      "((30, 0), array([[[[-0.00000000e+00, -1.46075521e-07, -4.13881025e-06, ...,\n",
      "           6.43523492e-08, -1.98124530e-06, -1.66579844e-06],\n",
      "         [-3.80768739e-07, -2.15635123e-06, -2.21551636e-06, ...,\n",
      "           1.53576622e-07, -0.00000000e+00,  8.53573923e-08],\n",
      "         [ 2.78430434e-07,  3.55170641e-07,  1.63892662e-06, ...,\n",
      "          -1.29599883e-07,  4.70219931e-07,  6.63201627e-09],\n",
      "         ...,\n",
      "         [ 4.29252168e-06,  7.84737676e-06,  2.39278925e-05, ...,\n",
      "          -4.43379031e-06, -0.00000000e+00,  1.40511406e-06],\n",
      "         [ 3.01997329e-06,  6.62415368e-06,  2.44045859e-05, ...,\n",
      "          -2.80926361e-06,  4.80492599e-06,  3.52935700e-07],\n",
      "         [ 8.76140894e-06,  1.02839113e-05, -0.00000000e+00, ...,\n",
      "          -2.58996170e-06, -0.00000000e+00,  0.00000000e+00]],\n",
      "\n",
      "        [[ 0.00000000e+00, -0.00000000e+00, -4.16226749e-06, ...,\n",
      "           1.68886845e-06, -0.00000000e+00, -8.05017692e-07],\n",
      "         [-1.92194392e-07, -0.00000000e+00, -7.18940214e-07, ...,\n",
      "           0.00000000e+00, -0.00000000e+00, -1.37188090e-06],\n",
      "         [ 3.64486851e-07, -0.00000000e+00,  7.99037480e-07, ...,\n",
      "          -1.34739332e-06,  0.00000000e+00,  1.17256286e-06],\n",
      "         ...,\n",
      "         [ 4.58430168e-06,  0.00000000e+00,  2.42021524e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  6.33184027e-06],\n",
      "         [ 9.66465996e-06,  1.89287141e-06,  8.00571343e-06, ...,\n",
      "           0.00000000e+00, -0.00000000e+00,  8.65514630e-06],\n",
      "         [ 1.15525645e-05, -0.00000000e+00, -0.00000000e+00, ...,\n",
      "          -8.18293756e-06, -0.00000000e+00,  1.20192283e-06]],\n",
      "\n",
      "        [[-0.00000000e+00, -1.02877301e-07, -6.62278126e-07, ...,\n",
      "           3.98452244e-07,  0.00000000e+00, -2.95099738e-07],\n",
      "         [ 3.84870191e-07,  1.04418795e-07, -1.40013606e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  5.62817881e-08],\n",
      "         [-0.00000000e+00,  1.05753699e-07, -3.42355833e-07, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00,  1.84351322e-07],\n",
      "         ...,\n",
      "         [ 1.81818064e-06,  9.94925244e-07,  4.02494970e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -6.83492232e-08],\n",
      "         [ 9.47673470e-07,  1.16883382e-06,  2.24461678e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  5.75515799e-07],\n",
      "         [ 6.55295878e-07,  2.41792918e-07, -0.00000000e+00, ...,\n",
      "          -1.06060543e-06,  0.00000000e+00,  1.60027952e-07]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[ 8.80505650e-06,  2.28095632e-06,  7.03755040e-06, ...,\n",
      "          -7.64377273e-06,  0.00000000e+00,  4.18050467e-06],\n",
      "         [ 1.00866746e-05,  4.90020693e-06,  2.09477475e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  1.12881207e-05],\n",
      "         [ 1.02182694e-05,  2.74389481e-06,  1.15004023e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  1.22395222e-05],\n",
      "         ...,\n",
      "         [ 1.77467018e-06,  0.00000000e+00,  5.57114936e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  3.37848201e-06],\n",
      "         [ 2.34142158e-06,  7.67174072e-07,  1.41283567e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  5.67221491e-07],\n",
      "         [-0.00000000e+00,  0.00000000e+00, -0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -2.37568418e-08]],\n",
      "\n",
      "        [[ 6.69217161e-06, -0.00000000e+00,  5.99256873e-06, ...,\n",
      "           0.00000000e+00, -0.00000000e+00,  5.51179801e-06],\n",
      "         [ 8.86704129e-06,  6.45366072e-06,  1.50923361e-05, ...,\n",
      "           0.00000000e+00, -0.00000000e+00,  1.05139197e-05],\n",
      "         [ 4.48636229e-06,  2.28310296e-06,  7.77999685e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  9.56852000e-06],\n",
      "         ...,\n",
      "         [ 1.46064326e-06,  0.00000000e+00,  4.39568930e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  3.73045918e-06],\n",
      "         [ 4.52701300e-07,  7.92608603e-07, -0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  1.21453365e-06],\n",
      "         [ 0.00000000e+00, -0.00000000e+00, -0.00000000e+00, ...,\n",
      "          -3.22243693e-07, -0.00000000e+00,  5.56776669e-08]],\n",
      "\n",
      "        [[ 8.50591459e-06, -0.00000000e+00, -0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -1.52890789e-06],\n",
      "         [ 9.00663508e-06,  2.28018666e-06, -0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 6.50415677e-06,  1.80924553e-06, -0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 1.15580906e-06,  7.45654916e-07, -0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -2.32814017e-07],\n",
      "         [ 8.59933436e-07,  2.63990927e-07, -0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -6.21093363e-08],\n",
      "         [-0.00000000e+00,  0.00000000e+00, -0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  3.03083368e-07]]]],\n",
      "      dtype=float32))\n",
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      "         [-2.53581391e-07, -1.80548307e-06, -1.25833344e-06, ...,\n",
      "          -1.05269373e-06,  0.00000000e+00, -6.85254093e-08],\n",
      "         [ 1.78663726e-07,  3.12085859e-07,  9.70614678e-07, ...,\n",
      "           7.20002404e-08,  8.56125695e-08,  1.36542653e-07],\n",
      "         ...,\n",
      "         [ 1.69266897e-07,  6.66615233e-06,  1.46947677e-05, ...,\n",
      "           4.44456236e-06,  0.00000000e+00,  3.47754190e-06],\n",
      "         [ 8.67309041e-07,  5.80595906e-06,  1.41502687e-05, ...,\n",
      "           1.56165333e-06,  1.50638778e-06,  1.29019713e-06],\n",
      "         [ 5.58347347e-06,  8.98207782e-06,  0.00000000e+00, ...,\n",
      "           8.17867294e-06,  0.00000000e+00,  0.00000000e+00]],\n",
      "\n",
      "        [[ 0.00000000e+00,  0.00000000e+00, -2.54923589e-06, ...,\n",
      "          -1.47650098e-06,  0.00000000e+00, -1.29823616e-06],\n",
      "         [-6.56494024e-08,  0.00000000e+00, -2.40933502e-07, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -1.81042253e-06],\n",
      "         [ 1.99344925e-07,  0.00000000e+00,  3.97249522e-07, ...,\n",
      "           1.31048338e-07,  0.00000000e+00,  1.47638127e-06],\n",
      "         ...,\n",
      "         [ 1.17375862e-06,  0.00000000e+00,  1.42231984e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  8.67711424e-06],\n",
      "         [ 6.03677972e-06,  8.08180260e-08,  4.08231881e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  1.17237278e-05],\n",
      "         [ 7.99325244e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           3.22611004e-06,  0.00000000e+00,  2.87579201e-06]],\n",
      "\n",
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      "          -1.68349018e-07,  0.00000000e+00, -3.72628136e-07],\n",
      "         [ 2.41718368e-07,  7.14238766e-08, -7.64271192e-07, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  9.66018590e-08],\n",
      "         [ 0.00000000e+00,  8.48155821e-08, -1.78742894e-07, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00,  4.05137058e-07],\n",
      "         ...,\n",
      "         [ 1.32478806e-06,  7.10249481e-07,  2.36545861e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  3.70506797e-07],\n",
      "         [ 5.26445945e-07,  9.38850064e-07,  7.40164580e-07, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  9.42491681e-07],\n",
      "         [ 2.38985109e-07,  8.51984581e-08,  0.00000000e+00, ...,\n",
      "           3.80580417e-07,  0.00000000e+00,  3.20163338e-07]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[ 5.87027080e-06,  1.26571024e-06,  1.59283150e-06, ...,\n",
      "           5.33276250e-07,  0.00000000e+00,  6.50693801e-06],\n",
      "         [ 6.41184351e-06,  3.05014760e-06,  1.02891599e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  1.50610258e-05],\n",
      "         [ 7.44957151e-06,  1.19135120e-06,  3.87398131e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  1.45682370e-05],\n",
      "         ...,\n",
      "         [ 7.31786372e-07,  0.00000000e+00,  3.24903635e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  4.24226437e-06],\n",
      "         [ 1.76947958e-06,  4.71221256e-07,  4.47153155e-07, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  7.76191314e-07],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  1.24415706e-07]],\n",
      "\n",
      "        [[ 4.57008218e-06,  0.00000000e+00,  1.60724221e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  7.12803057e-06],\n",
      "         [ 5.60326453e-06,  3.90605010e-06,  6.44943975e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  1.33480362e-05],\n",
      "         [ 2.20807033e-06,  1.14212116e-06,  1.50208314e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  1.21074945e-05],\n",
      "         ...,\n",
      "         [ 5.29091892e-07,  0.00000000e+00,  2.02081401e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  4.56656426e-06],\n",
      "         [ 1.33749595e-07,  3.61758339e-07,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  1.53958945e-06],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           2.61044129e-08, -0.00000000e+00,  2.51332125e-07]],\n",
      "\n",
      "        [[ 6.00797557e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  3.76089595e-08],\n",
      "         [ 6.20567698e-06,  8.90985064e-07,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 4.60449246e-06,  9.74036766e-07,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         ...,\n",
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      "           0.00000000e+00,  0.00000000e+00,  3.99328570e-07],\n",
      "         [ 6.87024908e-07,  2.24335075e-08,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  2.56614726e-07],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -3.99104536e-08]]]],\n",
      "      dtype=float32))\n",
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      "         [-2.53581391e-07, -1.80548307e-06, -1.25833344e-06, ...,\n",
      "          -1.05269373e-06,  0.00000000e+00, -6.85254093e-08],\n",
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      "           7.20002404e-08,  8.56125695e-08,  1.36542653e-07],\n",
      "         ...,\n",
      "         [ 1.69266897e-07,  6.66615233e-06,  1.46947677e-05, ...,\n",
      "           4.44456236e-06,  0.00000000e+00,  3.47754190e-06],\n",
      "         [ 8.67309041e-07,  5.80595906e-06,  1.41502687e-05, ...,\n",
      "           1.56165333e-06,  1.50638778e-06,  1.29019713e-06],\n",
      "         [ 5.58347347e-06,  8.98207782e-06,  0.00000000e+00, ...,\n",
      "           8.17867294e-06,  0.00000000e+00,  0.00000000e+00]],\n",
      "\n",
      "        [[ 0.00000000e+00,  0.00000000e+00, -2.54923589e-06, ...,\n",
      "          -1.47650098e-06,  0.00000000e+00, -1.29823616e-06],\n",
      "         [-6.56494024e-08,  0.00000000e+00, -2.40933502e-07, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -1.81042253e-06],\n",
      "         [ 1.99344925e-07,  0.00000000e+00,  3.97249522e-07, ...,\n",
      "           1.31048338e-07,  0.00000000e+00,  1.47638127e-06],\n",
      "         ...,\n",
      "         [ 1.17375862e-06,  0.00000000e+00,  1.42231984e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  8.67711424e-06],\n",
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      "           0.00000000e+00,  0.00000000e+00,  1.17237278e-05],\n",
      "         [ 7.99325244e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           3.22611004e-06,  0.00000000e+00,  2.87579201e-06]],\n",
      "\n",
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      "          -1.68349018e-07,  0.00000000e+00, -3.72628136e-07],\n",
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      "           0.00000000e+00,  0.00000000e+00,  9.66018590e-08],\n",
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      "          -0.00000000e+00,  0.00000000e+00,  4.05137058e-07],\n",
      "         ...,\n",
      "         [ 1.32478806e-06,  7.10249481e-07,  2.36545861e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  3.70506797e-07],\n",
      "         [ 5.26445945e-07,  9.38850064e-07,  7.40164580e-07, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  9.42491681e-07],\n",
      "         [ 2.38985109e-07,  8.51984581e-08,  0.00000000e+00, ...,\n",
      "           3.80580417e-07,  0.00000000e+00,  3.20163338e-07]],\n",
      "\n",
      "        ...,\n",
      "\n",
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      "           5.33276250e-07,  0.00000000e+00,  6.50693801e-06],\n",
      "         [ 6.41184351e-06,  3.05014760e-06,  1.02891599e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  1.50610258e-05],\n",
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      "           0.00000000e+00,  0.00000000e+00,  1.45682370e-05],\n",
      "         ...,\n",
      "         [ 7.31786372e-07,  0.00000000e+00,  3.24903635e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  4.24226437e-06],\n",
      "         [ 1.76947958e-06,  4.71221256e-07,  4.47153155e-07, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  7.76191314e-07],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  1.24415706e-07]],\n",
      "\n",
      "        [[ 4.57008218e-06,  0.00000000e+00,  1.60724221e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  7.12803057e-06],\n",
      "         [ 5.60326453e-06,  3.90605010e-06,  6.44943975e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  1.33480362e-05],\n",
      "         [ 2.20807033e-06,  1.14212116e-06,  1.50208314e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  1.21074945e-05],\n",
      "         ...,\n",
      "         [ 5.29091892e-07,  0.00000000e+00,  2.02081401e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  4.56656426e-06],\n",
      "         [ 1.33749595e-07,  3.61758339e-07,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  1.53958945e-06],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           2.61044129e-08, -0.00000000e+00,  2.51332125e-07]],\n",
      "\n",
      "        [[ 6.00797557e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  3.76089595e-08],\n",
      "         [ 6.20567698e-06,  8.90985064e-07,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 4.60449246e-06,  9.74036766e-07,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 7.84463907e-07,  2.99320277e-07,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  3.99328570e-07],\n",
      "         [ 6.87024908e-07,  2.24335075e-08,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  2.56614726e-07],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -3.99104536e-08]]]],\n",
      "      dtype=float32))\n",
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      "         [ 0.0000000e+00,  2.2319875e-09, -1.4963263e-06, ...,\n",
      "           5.1412377e-07,  0.0000000e+00,  3.6429408e-06],\n",
      "         [ 3.2555872e-05,  3.8796761e-06,  4.6519449e-06, ...,\n",
      "           4.8320885e-06, -2.7883988e-07,  1.8989434e-05],\n",
      "         ...,\n",
      "         [ 0.0000000e+00,  2.7158967e-07,  4.7732237e-06, ...,\n",
      "          -1.3226598e-08, -0.0000000e+00, -5.7681104e-06],\n",
      "         [ 6.6199122e-05,  3.9499722e-05,  5.9934533e-05, ...,\n",
      "           4.0217354e-05, -4.0813706e-05,  1.4885445e-04],\n",
      "         [-1.7075971e-06,  9.3219984e-07,  3.9943056e-06, ...,\n",
      "          -2.2348338e-07,  0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        [[ 0.0000000e+00, -3.7648469e-08,  0.0000000e+00, ...,\n",
      "           0.0000000e+00, -3.6916410e-06,  2.3926782e-06],\n",
      "         [ 0.0000000e+00, -7.0458155e-09,  0.0000000e+00, ...,\n",
      "           2.3748933e-06, -3.8190174e-07,  0.0000000e+00],\n",
      "         [ 0.0000000e+00, -0.0000000e+00,  0.0000000e+00, ...,\n",
      "           1.2593370e-06, -2.5750001e-06,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "          -1.9339486e-06,  1.5443726e-06,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  4.0191908e-06,  0.0000000e+00, ...,\n",
      "          -6.9471289e-06,  3.9338520e-06,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  4.8148860e-07,  0.0000000e+00, ...,\n",
      "          -2.4336398e-06, -0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        [[ 1.1492485e-05,  2.2999689e-07, -1.4678764e-06, ...,\n",
      "           3.6004772e-06, -6.1213718e-06,  3.1345044e-06],\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           2.0178820e-06, -8.4144347e-08,  6.5381446e-06],\n",
      "         [ 4.9916827e-05,  2.9223509e-07,  5.4560921e-08, ...,\n",
      "           8.2429351e-06, -6.2294380e-06,  2.6327889e-05],\n",
      "         ...,\n",
      "         [ 0.0000000e+00,  7.7122991e-08,  0.0000000e+00, ...,\n",
      "          -2.2981380e-06,  8.5023771e-07, -9.3302997e-06],\n",
      "         [ 1.6573282e-05,  5.3936583e-06,  2.4204778e-06, ...,\n",
      "          -3.2020273e-06,  1.4737493e-06, -6.5485842e-06],\n",
      "         [-6.0725320e-06, -3.0434120e-07,  0.0000000e+00, ...,\n",
      "          -2.3674606e-06, -0.0000000e+00, -4.3282771e-06]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[ 0.0000000e+00, -2.9471023e-09, -0.0000000e+00, ...,\n",
      "           0.0000000e+00,  9.7899635e-07, -1.9386114e-06],\n",
      "         [-9.7717211e-06,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "          -1.2394794e-06, -0.0000000e+00, -5.5093083e-06],\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           4.2364272e-06, -0.0000000e+00, -3.1249452e-05],\n",
      "         ...,\n",
      "         [-3.0605993e-06, -1.2835531e-07,  0.0000000e+00, ...,\n",
      "           1.6330394e-07, -0.0000000e+00, -7.1619422e-07],\n",
      "         [-3.1900029e-06,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "          -4.6004647e-08,  0.0000000e+00, -3.7538844e-06],\n",
      "         [-1.8839513e-06,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           6.9448078e-07,  0.0000000e+00, -1.1393264e-06]],\n",
      "\n",
      "        [[ 3.2098331e-05, -5.1874049e-06, -4.0099175e-07, ...,\n",
      "           3.2563559e-05,  4.5096269e-05,  4.1215466e-05],\n",
      "         [-1.1469601e-05,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           2.1415897e-08, -0.0000000e+00, -9.7601578e-06],\n",
      "         [-2.0025393e-05, -5.4854800e-06,  1.2686484e-05, ...,\n",
      "           3.5135287e-07, -5.6615605e-08, -2.0561014e-05],\n",
      "         ...,\n",
      "         [-5.2752212e-06,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           5.6136727e-08, -0.0000000e+00, -6.5881209e-06],\n",
      "         [ 6.1953972e-07,  3.3991425e-06, -2.3061619e-05, ...,\n",
      "          -5.4434622e-08,  5.5142408e-07, -2.9481909e-05],\n",
      "         [-3.1878092e-06,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           3.6841843e-06,  0.0000000e+00, -1.4851412e-06]],\n",
      "\n",
      "        [[-4.0848563e-06,  0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -1.3047987e-06,  4.9261394e-06,  0.0000000e+00],\n",
      "         [-1.5700787e-06,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           5.1253883e-06,  3.5558078e-06,  0.0000000e+00],\n",
      "         [-5.5653356e-07,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           1.4574435e-05,  1.7016513e-06,  0.0000000e+00],\n",
      "         ...,\n",
      "         [-3.0765156e-07,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           2.3291088e-06, -4.2572151e-07,  0.0000000e+00],\n",
      "         [-1.1880740e-06,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           6.8019544e-06,  1.9062864e-07,  0.0000000e+00],\n",
      "         [-1.4181475e-07,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           1.4296126e-06,  3.5644778e-08, -1.5960226e-06]]]],\n",
      "      dtype=float32))\n",
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      "          -2.51487727e-05,  1.50443213e-07,  2.47117185e-07],\n",
      "         [-0.00000000e+00,  0.00000000e+00, -4.28837232e-09, ...,\n",
      "           3.20867372e-07, -0.00000000e+00, -1.79855579e-06],\n",
      "         [ 6.13063639e-06,  2.67213568e-06, -1.22755705e-06, ...,\n",
      "           1.33278479e-06,  6.87244722e-07, -4.86459749e-06],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  0.00000000e+00, -8.42012639e-07, ...,\n",
      "           8.29716100e-07,  0.00000000e+00,  1.17320997e-06],\n",
      "         [ 7.56701047e-06,  4.29554457e-05, -4.12071313e-05, ...,\n",
      "           4.82327414e-06,  9.82632191e-05,  1.13324586e-05],\n",
      "         [ 0.00000000e+00,  5.26451629e-07, -9.76880074e-07, ...,\n",
      "           1.40572286e-06,  0.00000000e+00,  0.00000000e+00]],\n",
      "\n",
      "        [[ 0.00000000e+00, -0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -0.00000000e+00,  1.64067342e-06, -7.05465141e-07],\n",
      "         [-0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -2.99307862e-06, -0.00000000e+00, -0.00000000e+00],\n",
      "         [-0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -2.18370064e-06,  2.24233645e-06,  0.00000000e+00],\n",
      "         ...,\n",
      "         [-0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           3.71789406e-06, -0.00000000e+00,  0.00000000e+00],\n",
      "         [-0.00000000e+00,  4.63042215e-06,  0.00000000e+00, ...,\n",
      "           4.72863167e-06,  0.00000000e+00,  0.00000000e+00],\n",
      "         [-0.00000000e+00,  1.95626171e-06,  0.00000000e+00, ...,\n",
      "           1.30134993e-06,  0.00000000e+00,  0.00000000e+00]],\n",
      "\n",
      "        [[ 1.24418449e-07, -4.06300160e-07, -1.16527485e-06, ...,\n",
      "          -5.56968280e-06,  1.41591011e-06, -1.63567893e-06],\n",
      "         [-0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -3.53177734e-06,  0.00000000e+00, -2.81403231e-06],\n",
      "         [-1.08547747e-05,  1.36537449e-06,  4.01648833e-07, ...,\n",
      "          -1.07899605e-05,  4.64546201e-06,  5.79780544e-06],\n",
      "         ...,\n",
      "         [-0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           8.19226989e-06,  0.00000000e+00, -1.54151110e-06],\n",
      "         [-6.02283671e-06,  8.77331695e-06,  2.29446391e-06, ...,\n",
      "           7.07102436e-06, -3.36754255e-07, -1.31957268e-06],\n",
      "         [ 1.02974695e-06,  4.13518001e-06,  0.00000000e+00, ...,\n",
      "           2.43233058e-06,  0.00000000e+00, -3.91047962e-07]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00, -0.00000000e+00,  0.00000000e+00],\n",
      "         [ 5.58981901e-06, -0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -6.21553227e-07,  0.00000000e+00,  1.94684640e-06],\n",
      "         [-0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -4.02892874e-06,  0.00000000e+00,  1.49158254e-07],\n",
      "         ...,\n",
      "         [ 2.42252713e-06,  5.16527678e-07,  0.00000000e+00, ...,\n",
      "          -4.84395969e-07,  0.00000000e+00,  3.43867782e-07],\n",
      "         [ 1.60880631e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  7.37920686e-07],\n",
      "         [ 1.19562242e-06, -0.00000000e+00,  0.00000000e+00, ...,\n",
      "           5.93828346e-08,  0.00000000e+00,  7.31916430e-07]],\n",
      "\n",
      "        [[ 2.29403940e-06,  3.02200096e-05,  8.00567886e-06, ...,\n",
      "          -3.86087822e-06, -5.93767436e-06,  9.06912555e-06],\n",
      "         [ 9.69051780e-06, -0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -1.47280537e-06,  0.00000000e+00,  4.44375246e-06],\n",
      "         [ 5.82629764e-06,  5.67429197e-06,  2.63737038e-05, ...,\n",
      "          -1.70047770e-06,  6.23788253e-07,  1.53985707e-06],\n",
      "         ...,\n",
      "         [ 4.92830395e-06, -0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -1.88662113e-06,  0.00000000e+00,  1.56264718e-06],\n",
      "         [-1.33617198e-06, -4.30557657e-06, -3.18516868e-05, ...,\n",
      "           5.70523980e-07,  6.58209774e-06,  6.21579466e-06],\n",
      "         [ 2.49286063e-06, -0.00000000e+00,  0.00000000e+00, ...,\n",
      "           4.91822902e-07,  0.00000000e+00,  1.14990621e-06]],\n",
      "\n",
      "        [[-2.95698356e-07,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           1.09604639e-06, -3.02365152e-07,  0.00000000e+00],\n",
      "         [ 3.86038846e-06, -0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -5.37136430e-07, -1.42613987e-06,  0.00000000e+00],\n",
      "         [ 8.37805510e-06, -0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -4.96108441e-06,  0.00000000e+00,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 3.05945809e-06, -0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -6.06749282e-08,  3.90874931e-07,  0.00000000e+00],\n",
      "         [ 4.89506056e-06, -0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -1.89226796e-06,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 1.41870578e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -3.93160775e-07,  0.00000000e+00, -7.05061183e-08]]]],\n",
      "      dtype=float32))\n",
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      "         [ 0.00000000e+00,  0.00000000e+00, -2.21268033e-06, ...,\n",
      "          -1.62398237e-07,  0.00000000e+00, -1.47473611e-06],\n",
      "         [ 0.00000000e+00, -1.19710762e-06, -2.33459605e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -6.07854957e-08],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  4.95238874e-06, ...,\n",
      "           2.91454944e-06,  0.00000000e+00,  6.65471077e-07],\n",
      "         [ 0.00000000e+00,  2.43900490e-06,  3.28609417e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  4.65939337e-07,  2.17714160e-06, ...,\n",
      "           2.59573130e-06,  0.00000000e+00,  0.00000000e+00]],\n",
      "\n",
      "        [[ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00, -8.62758554e-07, -1.54757868e-06],\n",
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      "          -2.43251748e-06,  0.00000000e+00,  0.00000000e+00],\n",
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      "          -2.18945775e-06, -4.83567192e-07,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           3.83625229e-06,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  4.83719805e-06,  0.00000000e+00, ...,\n",
      "           1.52076711e-06,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  1.48862921e-06,  0.00000000e+00, ...,\n",
      "           1.82418702e-07,  0.00000000e+00,  0.00000000e+00]],\n",
      "\n",
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      "          -4.17789215e-06,  0.00000000e+00,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           1.12090183e-05,  0.00000000e+00,  1.49592881e-06],\n",
      "         [ 0.00000000e+00,  4.98776581e-06,  0.00000000e+00, ...,\n",
      "           1.07368896e-05,  0.00000000e+00,  1.78851553e-06],\n",
      "         [ 3.47377949e-07,  2.03803052e-06,  0.00000000e+00, ...,\n",
      "           2.61800778e-06,  0.00000000e+00,  1.20192533e-06]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 5.10845393e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           8.82989070e-07,  0.00000000e+00,  3.28111582e-06],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           1.09774237e-05,  0.00000000e+00,  3.53656264e-06],\n",
      "         ...,\n",
      "         [ 2.41402813e-06,  1.80542557e-07,  0.00000000e+00, ...,\n",
      "           3.43659536e-07,  0.00000000e+00,  5.33916193e-07],\n",
      "         [ 1.64512608e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  9.69204052e-07],\n",
      "         [ 2.21137043e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           1.16762919e-06,  0.00000000e+00,  2.01476405e-06]],\n",
      "\n",
      "        [[ 5.71400960e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  5.06157676e-06,  0.00000000e+00],\n",
      "         [ 1.83071097e-05,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           3.92042102e-06,  0.00000000e+00,  5.45631929e-06],\n",
      "         [ 2.28317494e-05,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           5.26541817e-06,  0.00000000e+00,  1.67640860e-06],\n",
      "         ...,\n",
      "         [ 7.52761343e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           9.85805855e-07,  0.00000000e+00,  1.94081963e-06],\n",
      "         [ 6.99858174e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           7.80898915e-07,  0.00000000e+00,  9.60017928e-07],\n",
      "         [ 4.29244028e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           6.68221946e-06,  0.00000000e+00,  2.74860827e-06]],\n",
      "\n",
      "        [[ 1.75636649e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           3.11729195e-06,  2.60835873e-06,  0.00000000e+00],\n",
      "         [ 8.50673041e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           6.02528598e-06,  3.07508600e-07,  0.00000000e+00],\n",
      "         [ 1.96789279e-05,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           1.13908045e-05,  0.00000000e+00,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 6.42402301e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           2.47470371e-06, -1.56685090e-07,  0.00000000e+00],\n",
      "         [ 1.00990310e-05,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           8.24456492e-06,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 3.21061361e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           1.89884679e-06,  0.00000000e+00,  1.40680413e-07]]]],\n",
      "      dtype=float32))\n",
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      "          -1.62398237e-07,  0.00000000e+00, -1.47473611e-06],\n",
      "         [ 0.00000000e+00, -1.19710762e-06, -2.33459605e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -6.07854957e-08],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  4.95238874e-06, ...,\n",
      "           2.91454944e-06,  0.00000000e+00,  6.65471077e-07],\n",
      "         [ 0.00000000e+00,  2.43900490e-06,  3.28609417e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  4.65939337e-07,  2.17714160e-06, ...,\n",
      "           2.59573130e-06,  0.00000000e+00,  0.00000000e+00]],\n",
      "\n",
      "        [[ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00, -8.62758554e-07, -1.54757868e-06],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -2.43251748e-06,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -2.18945775e-06, -4.83567192e-07,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           3.83625229e-06,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  4.83719805e-06,  0.00000000e+00, ...,\n",
      "           1.52076711e-06,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  1.48862921e-06,  0.00000000e+00, ...,\n",
      "           1.82418702e-07,  0.00000000e+00,  0.00000000e+00]],\n",
      "\n",
      "        [[ 0.00000000e+00,  0.00000000e+00, -4.34144795e-06, ...,\n",
      "          -3.43427064e-06, -3.06122843e-06, -4.88574506e-06],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -3.74346860e-06,  0.00000000e+00, -4.16912553e-06],\n",
      "         [ 0.00000000e+00,  5.67253444e-08,  0.00000000e+00, ...,\n",
      "          -4.17789215e-06,  0.00000000e+00,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           1.12090183e-05,  0.00000000e+00,  1.49592881e-06],\n",
      "         [ 0.00000000e+00,  4.98776581e-06,  0.00000000e+00, ...,\n",
      "           1.07368896e-05,  0.00000000e+00,  1.78851553e-06],\n",
      "         [ 3.47377949e-07,  2.03803052e-06,  0.00000000e+00, ...,\n",
      "           2.61800778e-06,  0.00000000e+00,  1.20192533e-06]],\n",
      "\n",
      "        ...,\n",
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      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 5.10845393e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           8.82989070e-07,  0.00000000e+00,  3.28111582e-06],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           1.09774237e-05,  0.00000000e+00,  3.53656264e-06],\n",
      "         ...,\n",
      "         [ 2.41402813e-06,  1.80542557e-07,  0.00000000e+00, ...,\n",
      "           3.43659536e-07,  0.00000000e+00,  5.33916193e-07],\n",
      "         [ 1.64512608e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  9.69204052e-07],\n",
      "         [ 2.21137043e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           1.16762919e-06,  0.00000000e+00,  2.01476405e-06]],\n",
      "\n",
      "        [[ 5.71400960e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  5.06157676e-06,  0.00000000e+00],\n",
      "         [ 1.83071097e-05,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           3.92042102e-06,  0.00000000e+00,  5.45631929e-06],\n",
      "         [ 2.28317494e-05,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           5.26541817e-06,  0.00000000e+00,  1.67640860e-06],\n",
      "         ...,\n",
      "         [ 7.52761343e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           9.85805855e-07,  0.00000000e+00,  1.94081963e-06],\n",
      "         [ 6.99858174e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           7.80898915e-07,  0.00000000e+00,  9.60017928e-07],\n",
      "         [ 4.29244028e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           6.68221946e-06,  0.00000000e+00,  2.74860827e-06]],\n",
      "\n",
      "        [[ 1.75636649e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           3.11729195e-06,  2.60835873e-06,  0.00000000e+00],\n",
      "         [ 8.50673041e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           6.02528598e-06,  3.07508600e-07,  0.00000000e+00],\n",
      "         [ 1.96789279e-05,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           1.13908045e-05,  0.00000000e+00,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 6.42402301e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           2.47470371e-06, -1.56685090e-07,  0.00000000e+00],\n",
      "         [ 1.00990310e-05,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           8.24456492e-06,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 3.21061361e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           1.89884679e-06,  0.00000000e+00,  1.40680413e-07]]]],\n",
      "      dtype=float32))\n",
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      "         [-0.00000000e+00, -1.93708229e-06,  0.00000000e+00, ...,\n",
      "          -1.03381917e-05, -1.00734451e-05, -4.25759799e-06],\n",
      "         [ 1.65623237e-06,  3.39154321e-05,  0.00000000e+00, ...,\n",
      "          -9.32208786e-06, -3.06237052e-05,  8.76138529e-06],\n",
      "         ...,\n",
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      "          -1.23020454e-05, -2.81033008e-05,  1.70824933e-05],\n",
      "         [ 5.73177340e-06,  6.84609840e-05,  0.00000000e+00, ...,\n",
      "          -3.74072479e-05, -1.85386307e-05,  1.82427175e-05],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -6.23199685e-06, -1.16825040e-05,  5.01798104e-06]],\n",
      "\n",
      "        [[ 0.00000000e+00, -1.29902801e-05,  0.00000000e+00, ...,\n",
      "           2.44333769e-05,  5.30158723e-05, -0.00000000e+00],\n",
      "         [ 1.12267253e-05,  5.36729340e-06,  0.00000000e+00, ...,\n",
      "          -2.51865422e-05, -6.61863451e-05, -0.00000000e+00],\n",
      "         [ 1.98541966e-05, -9.00208670e-06,  0.00000000e+00, ...,\n",
      "          -4.20017204e-05, -1.51918328e-04, -0.00000000e+00],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  7.96994186e-07,  0.00000000e+00, ...,\n",
      "          -2.13889834e-05, -6.23823507e-05,  9.27319343e-06],\n",
      "         [ 4.07870612e-05,  3.13193523e-05,  0.00000000e+00, ...,\n",
      "          -3.39137987e-05, -6.47841589e-05, -0.00000000e+00],\n",
      "         [ 2.12431860e-06,  0.00000000e+00, -2.01879834e-06, ...,\n",
      "          -3.88900662e-06, -4.12268346e-05,  0.00000000e+00]],\n",
      "\n",
      "        [[ 0.00000000e+00, -8.96986694e-06,  0.00000000e+00, ...,\n",
      "           1.32855220e-07,  4.57214946e-06,  0.00000000e+00],\n",
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      "          -3.60150480e-05, -6.78520155e-05,  8.32101978e-06],\n",
      "         [ 3.65111882e-05,  2.80884592e-06,  0.00000000e+00, ...,\n",
      "          -2.20521270e-05, -7.34026180e-05,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 5.39493658e-06,  6.73956993e-06,  0.00000000e+00, ...,\n",
      "          -8.62925754e-06, -3.08036069e-05,  5.99879058e-06],\n",
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      "          -1.09567518e-05, -4.36179762e-05,  7.00257169e-06],\n",
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      "           2.16012427e-06, -1.25969809e-05,  0.00000000e+00]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[ 1.16252075e-07,  1.51428812e-05,  0.00000000e+00, ...,\n",
      "           2.67596261e-06, -1.41816945e-05,  0.00000000e+00],\n",
      "         [ 5.41501249e-05,  8.70632648e-05,  0.00000000e+00, ...,\n",
      "          -4.18646960e-05, -1.55314716e-04,  0.00000000e+00],\n",
      "         [ 5.01223331e-05,  2.45870560e-05,  0.00000000e+00, ...,\n",
      "          -4.60014817e-05, -1.18859934e-04,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 1.91437402e-06, -1.57938609e-06, -1.21586227e-05, ...,\n",
      "          -1.05033041e-06, -8.07553624e-06, -0.00000000e+00],\n",
      "         [-1.83128634e-07,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           7.52135657e-06,  3.32266040e-06,  0.00000000e+00],\n",
      "         [ 6.14925057e-06,  3.75942750e-06,  4.53405528e-06, ...,\n",
      "           2.49906975e-06, -5.91827393e-06,  0.00000000e+00]],\n",
      "\n",
      "        [[ 1.02043668e-04,  3.76045355e-05,  0.00000000e+00, ...,\n",
      "          -1.03895563e-05, -4.52809654e-05,  0.00000000e+00],\n",
      "         [ 2.77379877e-04,  2.93601206e-05,  7.90633785e-05, ...,\n",
      "          -2.18154837e-05, -1.88255450e-04,  0.00000000e+00],\n",
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      "          -4.86422869e-05, -1.56367663e-04, -0.00000000e+00],\n",
      "         ...,\n",
      "         [ 1.28137117e-05,  2.28865292e-06,  1.58577745e-06, ...,\n",
      "           1.33917126e-07, -3.01793862e-05,  0.00000000e+00],\n",
      "         [-1.25821780e-05,  3.00851639e-07, -8.25030838e-07, ...,\n",
      "          -5.49730885e-06, -4.46462072e-05,  0.00000000e+00],\n",
      "         [ 4.86465933e-06,  7.34870946e-06,  4.32749994e-06, ...,\n",
      "           5.81688710e-06, -9.97041843e-06,  0.00000000e+00]],\n",
      "\n",
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      "          -1.22859483e-05, -3.44158143e-05,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  0.00000000e+00, -7.26422604e-06, ...,\n",
      "          -2.52056234e-05, -8.02914146e-05,  0.00000000e+00],\n",
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      "          -2.06917248e-05, -4.96243483e-05,  0.00000000e+00],\n",
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      "          -3.17688136e-06, -3.35586701e-05,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  2.10155190e-06,  3.68229894e-06, ...,\n",
      "          -1.95176526e-05, -5.50991936e-05,  0.00000000e+00],\n",
      "         [ 1.13033281e-07,  2.10497888e-06,  2.21058281e-06, ...,\n",
      "          -1.37240093e-07, -3.95697771e-06,  0.00000000e+00]]]],\n",
      "      dtype=float32))\n",
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      "         [ 0.00000000e+00,  0.00000000e+00, -1.39153690e-06, ...,\n",
      "           8.34991056e-07,  0.00000000e+00,  1.84438488e-06],\n",
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      "           8.20433002e-07,  0.00000000e+00, -4.59490047e-06],\n",
      "         [ 7.37661248e-05,  8.10201527e-05,  1.77005022e-05, ...,\n",
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      "           1.23877680e-06,  0.00000000e+00,  0.00000000e+00]],\n",
      "\n",
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      "         ...,\n",
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      "           1.78394555e-06,  0.00000000e+00,  0.00000000e+00],\n",
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      "          -2.21849723e-06,  0.00000000e+00,  0.00000000e+00],\n",
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      "          -1.13228975e-06,  0.00000000e+00,  0.00000000e+00]],\n",
      "\n",
      "        [[ 1.16169040e-05, -1.92078758e-07, -2.63315110e-06, ...,\n",
      "          -1.96920564e-06, -4.31372200e-06,  1.27119336e-06],\n",
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      "          -1.51389543e-06,  0.00000000e+00,  3.72411228e-06],\n",
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      "          -2.54702582e-06, -1.98095449e-06,  3.21256957e-05],\n",
      "         ...,\n",
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      "           6.14384135e-06,  0.00000000e+00, -9.58647524e-06],\n",
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      "           3.86899683e-06, -9.71598269e-08, -6.16094894e-06],\n",
      "         [-5.04278523e-06,  3.85701969e-06,  0.00000000e+00, ...,\n",
      "           6.48699938e-08,  0.00000000e+00, -3.23505037e-06]],\n",
      "\n",
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      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [-4.18190166e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -1.48112963e-06,  0.00000000e+00, -3.56246164e-06],\n",
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      "          -5.38958091e-07,  0.00000000e+00, -3.11002914e-05],\n",
      "         ...,\n",
      "         [-6.38072095e-07,  4.46008983e-07,  0.00000000e+00, ...,\n",
      "          -3.77550606e-07,  0.00000000e+00, -3.72326440e-07],\n",
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      "           0.00000000e+00,  0.00000000e+00, -3.01596378e-06],\n",
      "         [-5.43946953e-07,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           6.02227715e-07,  0.00000000e+00, -2.07524195e-07]],\n",
      "\n",
      "        [[ 3.56165983e-05,  2.51680376e-05,  7.60468765e-06, ...,\n",
      "           2.87026796e-05,  3.76370372e-05,  5.02845905e-05],\n",
      "         [ 1.93949319e-07,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -1.45592071e-06,  0.00000000e+00, -5.31640489e-06],\n",
      "         [-1.10097662e-05,  1.88812123e-07,  3.90601890e-05, ...,\n",
      "          -1.54464669e-06,  5.67172663e-07, -1.90211576e-05],\n",
      "         ...,\n",
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      "          -1.83760312e-06,  0.00000000e+00, -5.02547346e-06],\n",
      "         [-2.95756365e-07, -9.06433797e-07, -5.49133074e-05, ...,\n",
      "           4.43179943e-07,  7.13352210e-06, -2.32661150e-05],\n",
      "         [-4.32439691e-07,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           3.98320208e-06,  0.00000000e+00, -7.52220757e-08]],\n",
      "\n",
      "        [[-3.74857859e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           3.02196916e-08,  3.52175607e-06,  0.00000000e+00],\n",
      "         [ 2.80117229e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           3.33627440e-06,  1.15437501e-06,  0.00000000e+00],\n",
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      "           5.94775611e-06,  0.00000000e+00,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 2.80619224e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           1.69232874e-06, -3.67720389e-07,  0.00000000e+00],\n",
      "         [ 3.79967310e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           4.58987324e-06,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 1.29594298e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           9.97701136e-07,  0.00000000e+00, -1.66652876e-06]]]],\n",
      "      dtype=float32))\n",
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      "         [-0.00000000e+00, -3.37385609e-06,  0.00000000e+00, ...,\n",
      "           8.20586592e-06,  2.71904210e-05, -8.09890821e-07],\n",
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      "           2.30506375e-05,  4.13706512e-05,  2.02337492e-06],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  2.53081053e-05,  0.00000000e+00, ...,\n",
      "           1.33413923e-05,  3.62843712e-05,  8.60741784e-06],\n",
      "         [ 6.14152805e-06,  7.75738299e-05,  0.00000000e+00, ...,\n",
      "           4.11861438e-05,  1.11716465e-04,  1.02886734e-05],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           2.40737718e-05,  3.01522941e-05,  1.82785880e-06]],\n",
      "\n",
      "        [[ 0.00000000e+00, -1.81278174e-05,  0.00000000e+00, ...,\n",
      "          -2.73735841e-05, -4.31465778e-05,  0.00000000e+00],\n",
      "         [ 1.18790194e-05,  6.50690254e-06,  0.00000000e+00, ...,\n",
      "           2.01501643e-05,  8.59276624e-05,  0.00000000e+00],\n",
      "         [ 2.09313166e-05,  9.19167815e-06,  0.00000000e+00, ...,\n",
      "           3.68322471e-05,  9.31091199e-05,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  1.04187911e-05,  0.00000000e+00, ...,\n",
      "           1.19028236e-05,  3.25218170e-05,  2.05964383e-07],\n",
      "         [ 4.15451905e-05,  4.17392621e-05,  0.00000000e+00, ...,\n",
      "           4.31637309e-05,  8.50412616e-05,  0.00000000e+00],\n",
      "         [ 2.33389414e-06,  0.00000000e+00,  2.28573981e-06, ...,\n",
      "           2.64301161e-05,  6.74471739e-05,  0.00000000e+00]],\n",
      "\n",
      "        [[ 0.00000000e+00, -1.01849091e-05,  0.00000000e+00, ...,\n",
      "          -2.13393173e-06, -5.09885786e-06,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  1.98612870e-05,  0.00000000e+00, ...,\n",
      "           4.71590611e-05,  6.26531400e-05,  1.70563476e-06],\n",
      "         [ 3.73338225e-05,  1.65813726e-05,  0.00000000e+00, ...,\n",
      "           4.90601778e-05,  9.62455233e-05,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 5.63256026e-06,  1.15218236e-05,  0.00000000e+00, ...,\n",
      "           1.65404454e-05,  2.25118747e-05,  1.40783720e-06],\n",
      "         [ 1.92765292e-05,  1.90190212e-06,  0.00000000e+00, ...,\n",
      "           6.16788520e-06,  4.19631979e-05,  1.09151381e-06],\n",
      "         [ 6.40944290e-06,  1.57316560e-06,  1.05412528e-05, ...,\n",
      "           2.37145086e-05,  3.80919264e-05,  0.00000000e+00]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[ 1.18963833e-07,  1.83532593e-05,  0.00000000e+00, ...,\n",
      "           2.11021325e-05,  3.37556739e-05,  0.00000000e+00],\n",
      "         [ 5.50891709e-05,  1.09827808e-04,  0.00000000e+00, ...,\n",
      "           5.71777891e-05,  8.95979392e-05,  0.00000000e+00],\n",
      "         [ 5.11298604e-05,  4.25527505e-05,  0.00000000e+00, ...,\n",
      "           5.29463323e-05,  6.63332248e-05,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 1.93259325e-06, -2.17873594e-06, -1.66399623e-05, ...,\n",
      "          -3.65923711e-06,  3.66591157e-05,  0.00000000e+00],\n",
      "         [-1.92120439e-07,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -1.26822943e-05, -1.59644503e-06,  0.00000000e+00],\n",
      "         [ 6.26063138e-06,  5.32593776e-06,  9.24606866e-06, ...,\n",
      "           1.33613958e-05,  1.95687226e-05,  0.00000000e+00]],\n",
      "\n",
      "        [[ 1.03033184e-04,  5.16633190e-05,  0.00000000e+00, ...,\n",
      "           5.82132307e-05,  1.41092591e-04,  0.00000000e+00],\n",
      "         [ 2.79123080e-04,  5.61133384e-05,  1.25779654e-04, ...,\n",
      "           1.77082926e-04,  1.77158377e-04,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  1.11655836e-05, ...,\n",
      "           8.01233182e-05,  1.01528305e-04,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 1.31070401e-05,  6.32460296e-06,  2.42086253e-06, ...,\n",
      "           1.26529994e-05,  3.47823225e-05,  0.00000000e+00],\n",
      "         [-1.26950772e-05,  7.38416838e-06,  4.06389699e-06, ...,\n",
      "           2.10065173e-05,  3.11519325e-05, -0.00000000e+00],\n",
      "         [ 5.10768541e-06,  1.20757777e-05,  8.55904364e-06, ...,\n",
      "           3.22006854e-05,  2.85363567e-05,  0.00000000e+00]],\n",
      "\n",
      "        [[ 0.00000000e+00,  1.08478316e-05,  9.96191375e-06, ...,\n",
      "           2.10343787e-05,  4.75723027e-05,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  2.13624626e-05, ...,\n",
      "           6.64136751e-05,  9.51413967e-05,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  3.57146791e-06,  1.06791877e-05, ...,\n",
      "           2.03679629e-05,  5.09031815e-05,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  9.43012128e-06,  1.48249183e-05, ...,\n",
      "           1.01759078e-05,  2.36518372e-05,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  1.13213300e-05,  1.71903030e-05, ...,\n",
      "           2.13352014e-05,  5.55996230e-05,  0.00000000e+00],\n",
      "         [ 2.24749286e-07,  3.38585073e-06,  3.10106566e-06, ...,\n",
      "           7.41296674e-07,  1.40656084e-05,  0.00000000e+00]]]],\n",
      "      dtype=float32))\n",
      "((40, 0), array([[[[ 0.00000000e+00, -2.39918463e-05,  0.00000000e+00, ...,\n",
      "          -1.59248011e-05, -4.04993079e-05, -3.14432546e-05],\n",
      "         [-0.00000000e+00, -3.37385609e-06,  0.00000000e+00, ...,\n",
      "           8.20586592e-06,  2.71904210e-05, -8.09890821e-07],\n",
      "         [ 1.87852231e-06,  3.95083916e-05,  0.00000000e+00, ...,\n",
      "           2.30506375e-05,  4.13706512e-05,  2.02337492e-06],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  2.53081053e-05,  0.00000000e+00, ...,\n",
      "           1.33413923e-05,  3.62843712e-05,  8.60741784e-06],\n",
      "         [ 6.14152805e-06,  7.75738299e-05,  0.00000000e+00, ...,\n",
      "           4.11861438e-05,  1.11716465e-04,  1.02886734e-05],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           2.40737718e-05,  3.01522941e-05,  1.82785880e-06]],\n",
      "\n",
      "        [[ 0.00000000e+00, -1.81278174e-05,  0.00000000e+00, ...,\n",
      "          -2.73735841e-05, -4.31465778e-05,  0.00000000e+00],\n",
      "         [ 1.18790194e-05,  6.50690254e-06,  0.00000000e+00, ...,\n",
      "           2.01501643e-05,  8.59276624e-05,  0.00000000e+00],\n",
      "         [ 2.09313166e-05,  9.19167815e-06,  0.00000000e+00, ...,\n",
      "           3.68322471e-05,  9.31091199e-05,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  1.04187911e-05,  0.00000000e+00, ...,\n",
      "           1.19028236e-05,  3.25218170e-05,  2.05964383e-07],\n",
      "         [ 4.15451905e-05,  4.17392621e-05,  0.00000000e+00, ...,\n",
      "           4.31637309e-05,  8.50412616e-05,  0.00000000e+00],\n",
      "         [ 2.33389414e-06,  0.00000000e+00,  2.28573981e-06, ...,\n",
      "           2.64301161e-05,  6.74471739e-05,  0.00000000e+00]],\n",
      "\n",
      "        [[ 0.00000000e+00, -1.01849091e-05,  0.00000000e+00, ...,\n",
      "          -2.13393173e-06, -5.09885786e-06,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  1.98612870e-05,  0.00000000e+00, ...,\n",
      "           4.71590611e-05,  6.26531400e-05,  1.70563476e-06],\n",
      "         [ 3.73338225e-05,  1.65813726e-05,  0.00000000e+00, ...,\n",
      "           4.90601778e-05,  9.62455233e-05,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 5.63256026e-06,  1.15218236e-05,  0.00000000e+00, ...,\n",
      "           1.65404454e-05,  2.25118747e-05,  1.40783720e-06],\n",
      "         [ 1.92765292e-05,  1.90190212e-06,  0.00000000e+00, ...,\n",
      "           6.16788520e-06,  4.19631979e-05,  1.09151381e-06],\n",
      "         [ 6.40944290e-06,  1.57316560e-06,  1.05412528e-05, ...,\n",
      "           2.37145086e-05,  3.80919264e-05,  0.00000000e+00]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[ 1.18963833e-07,  1.83532593e-05,  0.00000000e+00, ...,\n",
      "           2.11021325e-05,  3.37556739e-05,  0.00000000e+00],\n",
      "         [ 5.50891709e-05,  1.09827808e-04,  0.00000000e+00, ...,\n",
      "           5.71777891e-05,  8.95979392e-05,  0.00000000e+00],\n",
      "         [ 5.11298604e-05,  4.25527505e-05,  0.00000000e+00, ...,\n",
      "           5.29463323e-05,  6.63332248e-05,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 1.93259325e-06, -2.17873594e-06, -1.66399623e-05, ...,\n",
      "          -3.65923711e-06,  3.66591157e-05,  0.00000000e+00],\n",
      "         [-1.92120439e-07,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -1.26822943e-05, -1.59644503e-06,  0.00000000e+00],\n",
      "         [ 6.26063138e-06,  5.32593776e-06,  9.24606866e-06, ...,\n",
      "           1.33613958e-05,  1.95687226e-05,  0.00000000e+00]],\n",
      "\n",
      "        [[ 1.03033184e-04,  5.16633190e-05,  0.00000000e+00, ...,\n",
      "           5.82132307e-05,  1.41092591e-04,  0.00000000e+00],\n",
      "         [ 2.79123080e-04,  5.61133384e-05,  1.25779654e-04, ...,\n",
      "           1.77082926e-04,  1.77158377e-04,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  1.11655836e-05, ...,\n",
      "           8.01233182e-05,  1.01528305e-04,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 1.31070401e-05,  6.32460296e-06,  2.42086253e-06, ...,\n",
      "           1.26529994e-05,  3.47823225e-05,  0.00000000e+00],\n",
      "         [-1.26950772e-05,  7.38416838e-06,  4.06389699e-06, ...,\n",
      "           2.10065173e-05,  3.11519325e-05, -0.00000000e+00],\n",
      "         [ 5.10768541e-06,  1.20757777e-05,  8.55904364e-06, ...,\n",
      "           3.22006854e-05,  2.85363567e-05,  0.00000000e+00]],\n",
      "\n",
      "        [[ 0.00000000e+00,  1.08478316e-05,  9.96191375e-06, ...,\n",
      "           2.10343787e-05,  4.75723027e-05,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  2.13624626e-05, ...,\n",
      "           6.64136751e-05,  9.51413967e-05,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  3.57146791e-06,  1.06791877e-05, ...,\n",
      "           2.03679629e-05,  5.09031815e-05,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  9.43012128e-06,  1.48249183e-05, ...,\n",
      "           1.01759078e-05,  2.36518372e-05,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  1.13213300e-05,  1.71903030e-05, ...,\n",
      "           2.13352014e-05,  5.55996230e-05,  0.00000000e+00],\n",
      "         [ 2.24749286e-07,  3.38585073e-06,  3.10106566e-06, ...,\n",
      "           7.41296674e-07,  1.40656084e-05,  0.00000000e+00]]]],\n",
      "      dtype=float32))\n",
      "((41, 0), array([[[[ 1.52968249e-04, -2.60250439e-04, -1.58261464e-04, ...,\n",
      "          -1.26834802e-05,  1.97001128e-07, -1.09429875e-05],\n",
      "         [-0.00000000e+00,  0.00000000e+00, -2.05992692e-05, ...,\n",
      "           0.00000000e+00, -2.14334141e-05, -0.00000000e+00],\n",
      "         [ 1.75438697e-06,  1.72325133e-04,  8.06976677e-05, ...,\n",
      "           6.82440412e-04,  1.51667584e-04,  9.88628308e-05],\n",
      "         ...,\n",
      "         [-1.35952075e-06,  7.27960287e-05,  1.87872247e-05, ...,\n",
      "           5.38812543e-04,  1.69021849e-04, -2.14057854e-05],\n",
      "         [-0.00000000e+00,  0.00000000e+00, -2.10731214e-05, ...,\n",
      "          -7.31154651e-05, -2.06998029e-05,  1.34889187e-05],\n",
      "         [-7.04637341e-06,  2.84440088e-04, -5.26584045e-05, ...,\n",
      "           8.81430460e-04, -4.20361130e-06, -7.70705174e-06]],\n",
      "\n",
      "        [[ 3.45655985e-06, -1.22638239e-05, -6.18354807e-06, ...,\n",
      "           0.00000000e+00, -1.00787884e-05,  0.00000000e+00],\n",
      "         [-0.00000000e+00, -8.17292384e-05, -7.89917067e-06, ...,\n",
      "           0.00000000e+00, -2.72134503e-06,  0.00000000e+00],\n",
      "         [-0.00000000e+00, -7.94730076e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00, -8.67702238e-06,  0.00000000e+00],\n",
      "         ...,\n",
      "         [-0.00000000e+00, -6.04337365e-05, -4.82486976e-05, ...,\n",
      "           0.00000000e+00, -4.77809363e-06,  0.00000000e+00],\n",
      "         [-0.00000000e+00, -1.07027139e-04,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -5.18623983e-06],\n",
      "         [-0.00000000e+00, -2.04006119e-05, -8.54461814e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -1.17776663e-05]],\n",
      "\n",
      "        [[ 2.17490582e-04, -1.76886151e-05, -5.92189390e-05, ...,\n",
      "           6.45842883e-05,  1.14619688e-05, -1.18898053e-04],\n",
      "         [ 1.96074197e-05, -7.97616813e-05, -2.69346438e-05, ...,\n",
      "           0.00000000e+00, -7.15704209e-06,  0.00000000e+00],\n",
      "         [ 4.49604931e-06, -6.42619852e-04,  6.87237189e-05, ...,\n",
      "           1.30405917e-03,  2.39315981e-04,  1.70746760e-04],\n",
      "         ...,\n",
      "         [ 1.92940235e-04, -1.44590085e-04,  6.86108033e-05, ...,\n",
      "           5.13983308e-04,  3.48393660e-05,  1.93336218e-05],\n",
      "         [-0.00000000e+00, -6.74442708e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 4.99347698e-05, -1.33436304e-04, -4.87869256e-05, ...,\n",
      "           3.46965855e-04,  1.23356207e-04, -3.23545682e-05]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[ 7.20883181e-05, -6.78677170e-05, -5.22315968e-05, ...,\n",
      "           1.51673536e-04,  9.46872024e-05, -2.16100070e-05],\n",
      "         [-0.00000000e+00, -7.29234744e-05, -1.05821255e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -1.24133658e-05],\n",
      "         [ 8.70806798e-06,  3.06368165e-04, -5.11631333e-05, ...,\n",
      "           1.39997317e-03,  1.52404245e-04,  1.06745589e-04],\n",
      "         ...,\n",
      "         [ 5.29210884e-05, -1.21693760e-04, -1.32199830e-05, ...,\n",
      "           8.35092433e-05,  2.77154089e-04, -3.91136360e-04],\n",
      "         [-0.00000000e+00, -3.47885289e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [-4.04710227e-05,  3.28382812e-05, -8.83191969e-05, ...,\n",
      "          -3.22652893e-04,  1.00751913e-06, -2.19633948e-05]],\n",
      "\n",
      "        [[ 6.74974672e-06, -1.75485184e-05,  6.00301837e-06, ...,\n",
      "           0.00000000e+00, -3.52157476e-05, -4.26004408e-06],\n",
      "         [ 1.13632930e-04, -1.07021377e-04, -1.96129877e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 1.91336244e-06,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00, -1.98500129e-05, -1.85172212e-05],\n",
      "         ...,\n",
      "         [ 1.21419262e-05, -2.80414806e-05, -0.00000000e+00, ...,\n",
      "           0.00000000e+00, -4.10640059e-05,  0.00000000e+00],\n",
      "         [ 1.80423867e-05, -2.51621695e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [-0.00000000e+00, -9.14401153e-06, -0.00000000e+00, ...,\n",
      "          -2.53166199e-05,  0.00000000e+00,  8.72860539e-07]],\n",
      "\n",
      "        [[ 3.98056764e-05, -1.60329291e-04, -5.94280282e-05, ...,\n",
      "           1.93783053e-04,  3.48921785e-05, -2.21313185e-05],\n",
      "         [-0.00000000e+00, -8.48051714e-05,  3.76106218e-05, ...,\n",
      "           0.00000000e+00, -8.62409725e-05,  0.00000000e+00],\n",
      "         [-2.18789137e-05, -2.52414302e-05, -2.80157583e-05, ...,\n",
      "           2.15105800e-04,  1.48668678e-05,  1.76080648e-04],\n",
      "         ...,\n",
      "         [ 6.92924323e-06, -4.35855800e-05, -1.64960278e-04, ...,\n",
      "           2.25718468e-04,  2.40898089e-07,  1.78847458e-05],\n",
      "         [-1.32464572e-06, -2.02012179e-05,  1.77974161e-05, ...,\n",
      "          -1.27943158e-05, -2.38178491e-05,  0.00000000e+00],\n",
      "         [ 4.17356932e-05, -4.77746689e-05, -2.00579634e-05, ...,\n",
      "           2.32233739e-04, -1.69961640e-04,  1.31557259e-04]]]],\n",
      "      dtype=float32))\n",
      "((42, 0), array([[[[ 2.87870389e-05, -1.38449323e-04, -1.27370906e-04, ...,\n",
      "          -4.48590254e-06,  2.97940261e-07,  2.04194745e-04],\n",
      "         [ 0.00000000e+00,  0.00000000e+00, -1.77831535e-05, ...,\n",
      "           0.00000000e+00, -2.33622613e-05, -0.00000000e+00],\n",
      "         [-1.23982036e-05,  1.34589442e-04,  6.21866784e-05, ...,\n",
      "           2.11464343e-04,  1.64310113e-04,  3.31894145e-04],\n",
      "         ...,\n",
      "         [ 2.63647871e-06,  5.38385793e-05,  1.12082253e-05, ...,\n",
      "           1.92643391e-04,  1.79119234e-04, -9.16531862e-05],\n",
      "         [ 0.00000000e+00,  0.00000000e+00, -1.57291943e-05, ...,\n",
      "          -3.15376055e-05, -2.27152814e-05,  5.57144558e-05],\n",
      "         [ 1.48375477e-06,  2.16528628e-04, -4.00729623e-05, ...,\n",
      "           3.53816460e-04, -4.51435062e-06, -2.10829257e-05]],\n",
      "\n",
      "        [[-1.12121306e-07, -2.95496352e-06, -1.21643836e-06, ...,\n",
      "          -0.00000000e+00, -1.16082974e-05, -0.00000000e+00],\n",
      "         [ 0.00000000e+00, -5.00775677e-05, -6.29121087e-06, ...,\n",
      "           0.00000000e+00, -3.27655562e-06, -0.00000000e+00],\n",
      "         [ 0.00000000e+00, -6.01245119e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00, -9.69519897e-06, -0.00000000e+00],\n",
      "         ...,\n",
      "         [-0.00000000e+00, -4.11482906e-05, -3.92329785e-05, ...,\n",
      "           0.00000000e+00, -5.70630073e-06, -0.00000000e+00],\n",
      "         [ 0.00000000e+00, -8.12563667e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  6.16533544e-06],\n",
      "         [ 0.00000000e+00, -1.18977014e-05, -4.15262775e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  2.99240000e-05]],\n",
      "\n",
      "        [[-1.09136396e-04, -1.93749815e-06, -1.15110466e-04, ...,\n",
      "          -1.41533537e-05,  1.44358528e-05,  2.55777530e-04],\n",
      "         [ 7.06630271e-06, -5.35528270e-05, -2.07574212e-05, ...,\n",
      "           0.00000000e+00, -8.04404226e-06, -0.00000000e+00],\n",
      "         [-1.87415408e-05, -4.91273880e-04,  4.77932917e-05, ...,\n",
      "           4.95595974e-04,  2.58649292e-04, -1.77788839e-04],\n",
      "         ...,\n",
      "         [ 2.98093255e-05, -7.75197477e-05,  4.01639882e-05, ...,\n",
      "           1.88330654e-04,  3.84490631e-05, -1.72504751e-05],\n",
      "         [ 0.00000000e+00, -4.95868444e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -0.00000000e+00],\n",
      "         [-3.14665842e-04, -7.54871508e-05, -8.46118783e-05, ...,\n",
      "           4.68124381e-05,  1.30228480e-04, -5.23733208e-04]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[-6.27064510e-05,  6.63125138e-06, -1.04138162e-04, ...,\n",
      "          -3.13946148e-05,  1.12564594e-04,  2.74120655e-04],\n",
      "         [-0.00000000e+00, -4.55702029e-05, -6.84687720e-08, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  8.17017917e-06],\n",
      "         [-6.29131900e-05,  2.35112195e-04, -1.30513727e-04, ...,\n",
      "           5.40087116e-04,  1.60090407e-04, -9.91142224e-05],\n",
      "         ...,\n",
      "         [-1.14511698e-04, -2.15437849e-05,  3.58771649e-05, ...,\n",
      "           1.54450991e-05,  2.94179335e-04,  7.07882718e-05],\n",
      "         [ 0.00000000e+00, -2.57670108e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -0.00000000e+00],\n",
      "         [-3.19031620e-04,  1.97523514e-05, -1.22384794e-04, ...,\n",
      "          -4.24806058e-05,  1.04831190e-06, -6.81510646e-05]],\n",
      "\n",
      "        [[-4.41967131e-06,  1.18169669e-06,  1.19909464e-05, ...,\n",
      "          -0.00000000e+00, -4.04110324e-05,  6.36484838e-05],\n",
      "         [-1.33013427e-05, -5.71131459e-05, -3.25854558e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -0.00000000e+00],\n",
      "         [-1.88925369e-05,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00, -2.14857537e-05,  9.61213482e-06],\n",
      "         ...,\n",
      "         [-2.41303424e-05, -1.33691192e-05, -0.00000000e+00, ...,\n",
      "           0.00000000e+00, -4.32979541e-05, -0.00000000e+00],\n",
      "         [-4.78151514e-06, -7.40335372e-06, -0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -0.00000000e+00],\n",
      "         [ 0.00000000e+00, -6.42832310e-06, -0.00000000e+00, ...,\n",
      "          -8.70338681e-06,  0.00000000e+00,  1.15168586e-05]],\n",
      "\n",
      "        [[-2.24668140e-04, -5.41382578e-05, -7.88617835e-05, ...,\n",
      "          -1.27125342e-04,  3.90347086e-05,  1.40552183e-05],\n",
      "         [ 0.00000000e+00, -5.71290111e-05,  4.70836203e-05, ...,\n",
      "          -0.00000000e+00, -9.09760056e-05, -0.00000000e+00],\n",
      "         [-1.32310248e-04, -1.80871284e-05, -5.14525636e-05, ...,\n",
      "          -1.76850590e-05,  1.58285620e-05, -1.95528028e-05],\n",
      "         ...,\n",
      "         [-1.87057754e-04, -2.77866257e-05, -1.95842571e-04, ...,\n",
      "          -2.49683926e-05,  2.53552486e-07, -3.88351509e-06],\n",
      "         [-6.76379341e-06, -1.29959190e-05,  2.09318569e-05, ...,\n",
      "           4.02590331e-06, -2.49773948e-05,  0.00000000e+00],\n",
      "         [-2.24502786e-04, -3.29997565e-05, -2.80897839e-05, ...,\n",
      "           1.69420891e-05, -1.77714930e-04, -5.75390295e-05]]]],\n",
      "      dtype=float32))\n",
      "((42, 1), array([[[[-4.74242333e-05, -6.21175241e-06, -6.52799426e-05, ...,\n",
      "          -1.18561693e-05,  9.51971970e-07, -1.56777562e-04],\n",
      "         [ 0.00000000e+00, -0.00000000e+00, -7.53502673e-06, ...,\n",
      "           0.00000000e+00,  2.41991324e-06,  0.00000000e+00],\n",
      "         [-3.09196257e-05,  2.41578400e-05,  2.76066676e-05, ...,\n",
      "           5.31002763e-04,  8.24199669e-05, -1.34861883e-04],\n",
      "         ...,\n",
      "         [ 8.43483758e-06,  1.09516623e-05, -2.80169644e-07, ...,\n",
      "           2.47755903e-04, -4.05125429e-05,  7.47259692e-05],\n",
      "         [ 0.00000000e+00, -0.00000000e+00, -1.69855468e-06, ...,\n",
      "          -2.50598696e-05, -1.41755945e-05, -4.49939798e-05],\n",
      "         [ 9.05871548e-06,  7.81202925e-06,  1.46051391e-07, ...,\n",
      "           5.64422749e-04, -3.31256683e-06,  1.70916883e-06]],\n",
      "\n",
      "        [[-6.70057318e-07,  1.36644321e-05, -2.66106999e-05, ...,\n",
      "           0.00000000e+00, -9.58984310e-06,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  8.98722938e-05,  2.11362249e-06, ...,\n",
      "           0.00000000e+00, -4.25427152e-06,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  5.71074088e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00, -6.25384564e-06,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  8.32561564e-05,  3.08350282e-05, ...,\n",
      "           0.00000000e+00, -7.41183885e-06,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  5.06458018e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -1.21070082e-06],\n",
      "         [ 0.00000000e+00,  1.33766744e-05, -1.95465364e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -3.09272764e-06]],\n",
      "\n",
      "        [[ 1.10176225e-04,  4.68230537e-05,  8.86415364e-05, ...,\n",
      "           1.00983401e-04, -2.34544927e-06, -3.33607022e-04],\n",
      "         [-1.04792662e-05,  7.13423360e-05,  1.15527764e-05, ...,\n",
      "           0.00000000e+00, -5.77478750e-06,  0.00000000e+00],\n",
      "         [-3.73029397e-05,  3.98920150e-04,  1.81821270e-05, ...,\n",
      "           1.44759729e-03,  2.28356686e-04,  1.14254559e-04],\n",
      "         ...,\n",
      "         [-3.33335811e-05,  1.87530648e-04, -1.54611116e-04, ...,\n",
      "           4.46026737e-04,  3.22147389e-05,  5.88885769e-06],\n",
      "         [ 0.00000000e+00,  6.00040803e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 7.18208903e-05,  1.18286007e-04,  2.75001803e-04, ...,\n",
      "           2.29269222e-04,  1.41201395e-04,  8.33450613e-05]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[-1.19432516e-04,  3.93748807e-04, -1.22830446e-04, ...,\n",
      "           2.66129035e-04,  1.74155153e-04, -2.03215823e-04],\n",
      "         [ 0.00000000e+00,  8.31101133e-05,  3.41586638e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  8.96111601e-07],\n",
      "         [-2.86400973e-05, -1.14395392e-04,  5.00461785e-04, ...,\n",
      "           1.86133734e-03,  9.27644942e-06, -9.04793051e-05],\n",
      "         ...,\n",
      "         [ 2.41833859e-05,  4.86168545e-04, -6.15982499e-05, ...,\n",
      "           9.79873657e-05,  3.66749562e-04, -3.78885597e-04],\n",
      "         [ 0.00000000e+00,  4.27817795e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 7.06967912e-05, -3.61217935e-05,  1.35465802e-04, ...,\n",
      "          -8.04764059e-05,  4.93543041e-07,  5.07288451e-06]],\n",
      "\n",
      "        [[ 2.43127465e-06,  2.12720224e-05, -3.98207194e-05, ...,\n",
      "           0.00000000e+00, -3.23587824e-06, -1.26315499e-05],\n",
      "         [ 1.22405123e-04,  2.01720468e-04, -1.12710164e-04, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 1.93520737e-05, -0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00, -3.12667930e-06,  1.66704540e-05],\n",
      "         ...,\n",
      "         [-2.14947204e-06,  3.55757220e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  3.48157687e-06,  0.00000000e+00],\n",
      "         [ 8.94407458e-06,  7.80227929e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [-0.00000000e+00,  1.35965765e-05,  0.00000000e+00, ...,\n",
      "          -5.05427943e-06,  0.00000000e+00,  1.97865779e-06]],\n",
      "\n",
      "        [[ 1.71321692e-04,  9.30152528e-05, -1.55199064e-06, ...,\n",
      "           4.62911965e-04, -8.84510973e-06,  1.45926037e-06],\n",
      "         [ 0.00000000e+00,  7.25896753e-05, -3.28909446e-05, ...,\n",
      "           0.00000000e+00,  4.08563646e-05,  0.00000000e+00],\n",
      "         [-3.43236607e-05,  1.36961698e-05, -5.51111634e-06, ...,\n",
      "           1.64944635e-04, -5.51263656e-06,  3.72813483e-05],\n",
      "         ...,\n",
      "         [ 4.56582129e-05,  3.01912150e-05,  8.95641424e-05, ...,\n",
      "           2.63645983e-04, -1.11609936e-07, -4.45316391e-06],\n",
      "         [ 7.06125502e-06,  1.13419919e-05,  2.89602241e-07, ...,\n",
      "          -1.11672198e-05,  1.23692244e-05,  0.00000000e+00],\n",
      "         [-8.60968939e-05,  1.96542187e-05, -7.86215605e-06, ...,\n",
      "           6.45716718e-05, -3.55021402e-05,  8.73273384e-05]]]],\n",
      "      dtype=float32))\n",
      "((44, 0), array([[[[ 4.60528540e-08,  0.00000000e+00,  0.00000000e+00, ...,\n",
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      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  8.30132819e-07,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  3.63083063e-06],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  2.33055221e-06, ...,\n",
      "           0.00000000e+00,  1.91871186e-06,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  5.98082624e-06]],\n",
      "\n",
      "        [[ 1.15097021e-06,  2.36481856e-06,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  4.25355864e-07,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  3.06178549e-06,  1.73064578e-07, ...,\n",
      "           0.00000000e+00,  1.31598267e-06,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  1.32843172e-06,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  2.74751812e-07,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  8.71422435e-06,  3.30915691e-06, ...,\n",
      "           0.00000000e+00,  1.67205962e-06,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  7.46306284e-07],\n",
      "         [ 0.00000000e+00,  1.04157641e-06,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  2.13018961e-06]],\n",
      "\n",
      "        [[ 2.48949891e-06,  7.12751989e-06,  4.47135062e-06, ...,\n",
      "           0.00000000e+00,  4.61815398e-06,  0.00000000e+00],\n",
      "         [ 3.38011341e-06,  4.79236132e-06,  2.94773440e-06, ...,\n",
      "           0.00000000e+00,  3.14779840e-07,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 3.61055322e-06,  6.20709898e-06,  1.47306673e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  2.51900883e-06,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  2.32231605e-06,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  2.38350185e-06]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[ 0.00000000e+00,  3.83836450e-05,  1.52399589e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  1.19898305e-05,  2.07817702e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  1.43542661e-06],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  2.00769300e-05],\n",
      "         ...,\n",
      "         [ 1.22175665e-08,  1.94536642e-05,  4.30865612e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00, -1.01746275e-06,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [-0.00000000e+00, -6.03481112e-07, -4.95577808e-07, ...,\n",
      "          -1.46135633e-07,  0.00000000e+00, -4.99831458e-07]],\n",
      "\n",
      "        [[ 4.06167555e-06,  8.30538738e-06,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  7.22061668e-06,  4.64281948e-06],\n",
      "         [ 3.03847264e-05,  2.85696642e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 1.17293357e-05,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  1.45179774e-06,  1.58542662e-05],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  5.83442852e-06,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 1.29574255e-06,  8.79819424e-07,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00, -3.32913572e-07, -0.00000000e+00, ...,\n",
      "           2.88052053e-08,  0.00000000e+00,  4.88752164e-07]],\n",
      "\n",
      "        [[ 2.23327038e-06,  1.23000996e-06,  8.98400685e-06, ...,\n",
      "           0.00000000e+00,  5.75272270e-06,  4.59098459e-07],\n",
      "         [ 0.00000000e+00,  2.70264832e-06,  9.33747469e-06, ...,\n",
      "           0.00000000e+00,  5.43903070e-06,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  1.21405174e-05, ...,\n",
      "           4.31939816e-06,  7.01713088e-06,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  1.40225927e-06,  6.46220133e-06, ...,\n",
      "           0.00000000e+00,  2.37173276e-06,  9.14012901e-08],\n",
      "         [ 7.52105279e-07,  1.05007700e-07,  2.70600026e-06, ...,\n",
      "           9.99527970e-07,  6.11478924e-07,  0.00000000e+00],\n",
      "         [ 0.00000000e+00, -0.00000000e+00,  7.83427538e-07, ...,\n",
      "           6.14462977e-07, -0.00000000e+00,  0.00000000e+00]]]],\n",
      "      dtype=float32))\n",
      "((45, 0), array([[[[ 4.60528540e-08,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  8.43935624e-08,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  8.30132819e-07,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  3.63083063e-06],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  2.33055221e-06, ...,\n",
      "           0.00000000e+00,  1.91871186e-06,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  5.98082624e-06]],\n",
      "\n",
      "        [[ 1.15097021e-06,  2.36481856e-06,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  4.25355864e-07,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  3.06178549e-06,  1.73064578e-07, ...,\n",
      "           0.00000000e+00,  1.31598267e-06,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  1.32843172e-06,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  2.74751812e-07,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  8.71422435e-06,  3.30915691e-06, ...,\n",
      "           0.00000000e+00,  1.67205962e-06,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  7.46306284e-07],\n",
      "         [ 0.00000000e+00,  1.04157641e-06,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  2.13018961e-06]],\n",
      "\n",
      "        [[ 2.48949891e-06,  7.12751989e-06,  4.47135062e-06, ...,\n",
      "           0.00000000e+00,  4.61815398e-06,  0.00000000e+00],\n",
      "         [ 3.38011341e-06,  4.79236132e-06,  2.94773440e-06, ...,\n",
      "           0.00000000e+00,  3.14779840e-07,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 3.61055322e-06,  6.20709898e-06,  1.47306673e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  2.51900883e-06,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  2.32231605e-06,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  2.38350185e-06]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[ 0.00000000e+00,  3.83836450e-05,  1.52399589e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  1.19898305e-05,  2.07817702e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  1.43542661e-06],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  2.00769300e-05],\n",
      "         ...,\n",
      "         [ 1.22175665e-08,  1.94536642e-05,  4.30865612e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00, -1.01746275e-06,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [-0.00000000e+00, -6.03481112e-07, -4.95577808e-07, ...,\n",
      "          -1.46135633e-07,  0.00000000e+00, -4.99831458e-07]],\n",
      "\n",
      "        [[ 4.06167555e-06,  8.30538738e-06,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  7.22061668e-06,  4.64281948e-06],\n",
      "         [ 3.03847264e-05,  2.85696642e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 1.17293357e-05,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  1.45179774e-06,  1.58542662e-05],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  5.83442852e-06,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 1.29574255e-06,  8.79819424e-07,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00, -3.32913572e-07, -0.00000000e+00, ...,\n",
      "           2.88052053e-08,  0.00000000e+00,  4.88752164e-07]],\n",
      "\n",
      "        [[ 2.23327038e-06,  1.23000996e-06,  8.98400685e-06, ...,\n",
      "           0.00000000e+00,  5.75272270e-06,  4.59098459e-07],\n",
      "         [ 0.00000000e+00,  2.70264832e-06,  9.33747469e-06, ...,\n",
      "           0.00000000e+00,  5.43903070e-06,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  1.21405174e-05, ...,\n",
      "           4.31939816e-06,  7.01713088e-06,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  1.40225927e-06,  6.46220133e-06, ...,\n",
      "           0.00000000e+00,  2.37173276e-06,  9.14012901e-08],\n",
      "         [ 7.52105279e-07,  1.05007700e-07,  2.70600026e-06, ...,\n",
      "           9.99527970e-07,  6.11478924e-07,  0.00000000e+00],\n",
      "         [ 0.00000000e+00, -0.00000000e+00,  7.83427538e-07, ...,\n",
      "           6.14462977e-07, -0.00000000e+00,  0.00000000e+00]]]],\n",
      "      dtype=float32))\n",
      "((46, 0), array([[[[ 5.32662341e-07,  0.00000000e+00, -1.21136900e-05, ...,\n",
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      "         [-2.48378456e-06,  1.51262620e-05,  3.71907345e-06, ...,\n",
      "          -0.00000000e+00, -0.00000000e+00,  0.00000000e+00],\n",
      "         [-7.28995656e-06, -0.00000000e+00,  2.00187023e-05, ...,\n",
      "           0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
      "         ...,\n",
      "         [ 7.01104000e-06,  1.76861777e-05,  4.93852240e-05, ...,\n",
      "           6.27702593e-06, -0.00000000e+00,  0.00000000e+00],\n",
      "         [ 5.20977710e-06,  0.00000000e+00,  8.28025295e-05, ...,\n",
      "           3.63901563e-06, -0.00000000e+00,  5.23378585e-05],\n",
      "         [ 6.73478871e-06,  0.00000000e+00,  5.14606336e-06, ...,\n",
      "           0.00000000e+00, -0.00000000e+00,  0.00000000e+00]],\n",
      "\n",
      "        [[-1.04881210e-05,  0.00000000e+00, -1.69156228e-05, ...,\n",
      "          -1.36517356e-05, -0.00000000e+00, -0.00000000e+00],\n",
      "         [ 3.56723103e-05,  7.95610831e-05,  3.34888900e-05, ...,\n",
      "           0.00000000e+00, -0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00, -0.00000000e+00,  1.23926686e-04, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  5.93452060e-05],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  7.00255696e-05,  4.23142992e-05, ...,\n",
      "           0.00000000e+00, -0.00000000e+00,  0.00000000e+00],\n",
      "         [-1.70739022e-05, -0.00000000e+00,  3.36464182e-05, ...,\n",
      "           0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
      "         [-5.59817408e-06, -0.00000000e+00, -8.31518355e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00]],\n",
      "\n",
      "        [[ 1.07111100e-06, -0.00000000e+00, -4.92797255e-07, ...,\n",
      "          -6.97867699e-06, -1.14925979e-06, -0.00000000e+00],\n",
      "         [ 6.08489881e-06,  6.06382746e-05,  3.48096764e-05, ...,\n",
      "           0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
      "         [ 0.00000000e+00,  6.50450893e-05,  1.25631079e-04, ...,\n",
      "           0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
      "         ...,\n",
      "         [-8.64327194e-06,  4.39174983e-05,  1.62150991e-05, ...,\n",
      "          -0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
      "         [ 0.00000000e+00,  1.09057855e-05,  2.58840682e-05, ...,\n",
      "           0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
      "         [-2.36029814e-06, -0.00000000e+00,  6.52109293e-07, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -0.00000000e+00]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[ 0.00000000e+00, -0.00000000e+00,  2.19796834e-06, ...,\n",
      "           1.19745368e-06,  1.54985246e-05, -0.00000000e+00],\n",
      "         [ 5.04584132e-05,  5.91169046e-05, -1.36101892e-06, ...,\n",
      "           0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
      "         [-3.87213950e-05, -0.00000000e+00,  2.42624701e-05, ...,\n",
      "           0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
      "         ...,\n",
      "         [-1.53463839e-06, -1.67571670e-05, -1.16848641e-05, ...,\n",
      "          -2.67055634e-06, -1.05056142e-05,  7.32695867e-07],\n",
      "         [ 1.28609772e-05, -0.00000000e+00, -2.31447902e-05, ...,\n",
      "           0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
      "         [-4.79204027e-06,  4.68252074e-06,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -0.00000000e+00]],\n",
      "\n",
      "        [[-2.98069745e-06, -0.00000000e+00,  0.00000000e+00, ...,\n",
      "           8.72149030e-06,  6.03969529e-05, -0.00000000e+00],\n",
      "         [ 1.45095619e-04, -0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -0.00000000e+00, -0.00000000e+00,  1.37852359e-04],\n",
      "         [ 0.00000000e+00,  1.54757421e-04,  6.47336565e-05, ...,\n",
      "           0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
      "         ...,\n",
      "         [-4.54523160e-06, -1.47453138e-05,  4.33710920e-06, ...,\n",
      "           7.33265233e-06, -0.00000000e+00, -7.92293849e-06],\n",
      "         [ 3.02454168e-07, -1.97673671e-05, -2.93654443e-06, ...,\n",
      "           0.00000000e+00, -0.00000000e+00, -2.61242440e-05],\n",
      "         [-0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -0.00000000e+00]],\n",
      "\n",
      "        [[ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           8.04037154e-06, -0.00000000e+00, -0.00000000e+00],\n",
      "         [-1.75689329e-05, -0.00000000e+00,  4.83564618e-05, ...,\n",
      "           7.36863149e-05, -0.00000000e+00, -0.00000000e+00],\n",
      "         [ 0.00000000e+00,  3.91054054e-05,  3.64801017e-05, ...,\n",
      "           2.45446936e-05, -0.00000000e+00, -0.00000000e+00],\n",
      "         ...,\n",
      "         [ 0.00000000e+00, -0.00000000e+00, -2.16963349e-06, ...,\n",
      "           2.15376513e-05, -0.00000000e+00, -0.00000000e+00],\n",
      "         [ 1.96717565e-06, -0.00000000e+00, -3.70379098e-06, ...,\n",
      "           2.75239472e-05, -0.00000000e+00, -0.00000000e+00],\n",
      "         [ 0.00000000e+00,  5.36115613e-06,  3.77442097e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00]]]],\n",
      "      dtype=float32))\n",
      "((47, 0), array([[[[-8.9921826e-07,  0.0000000e+00, -1.6347021e-05, ...,\n",
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      "         [-4.2379843e-06,  2.7373387e-06,  4.3822697e-06, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 4.0327991e-06,  0.0000000e+00,  2.4118894e-05, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 2.4037225e-05,  1.9717106e-08,  5.9078637e-05, ...,\n",
      "           4.4880012e-06,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 4.5267177e-05,  0.0000000e+00,  1.0021311e-04, ...,\n",
      "           1.3621145e-06,  0.0000000e+00,  1.1536497e-05],\n",
      "         [ 2.0459860e-05,  0.0000000e+00,  7.3150695e-06, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        [[-2.3271015e-05,  0.0000000e+00, -2.5778927e-05, ...,\n",
      "          -1.2500723e-05,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 5.5746157e-05,  4.6625039e-05,  5.6172586e-05, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  1.4993866e-04, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  8.6969027e-07],\n",
      "         ...,\n",
      "         [ 0.0000000e+00,  3.5160450e-05,  5.5301112e-05, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 9.8834089e-06,  0.0000000e+00,  6.0462782e-05, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 8.7193530e-06,  0.0000000e+00,  3.9367851e-06, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        [[-2.3835182e-07,  0.0000000e+00, -4.0527916e-06, ...,\n",
      "          -6.4048700e-06, -1.9924624e-07,  0.0000000e+00],\n",
      "         [ 2.6263022e-05,  2.2827899e-05,  4.8114704e-05, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  1.0408940e-05,  1.4309604e-04, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 2.4490412e-06,  2.5184603e-05,  2.0397192e-05, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  3.4780084e-07,  3.5020112e-05, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 4.4522667e-06,  0.0000000e+00, -6.7257184e-07, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[ 0.0000000e+00,  0.0000000e+00,  3.1030984e-06, ...,\n",
      "           8.2373288e-07,  3.4796747e-06,  0.0000000e+00],\n",
      "         [ 8.6770000e-05,  9.3818053e-06,  1.9604513e-05, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 1.0026590e-05,  0.0000000e+00,  4.7230675e-05, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [-3.8331705e-06, -4.3574883e-06, -1.4597932e-05, ...,\n",
      "          -2.2997706e-06, -8.7725101e-07,  1.9195966e-07],\n",
      "         [-2.9545358e-06,  0.0000000e+00, -3.0173811e-05, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 5.3370275e-07,  4.1322102e-07,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        [[ 1.8275434e-05,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           6.4367287e-06,  1.6241211e-05,  0.0000000e+00],\n",
      "         [ 2.0811203e-04,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  2.4273331e-05],\n",
      "         [ 0.0000000e+00,  6.7431771e-05,  9.7082971e-05, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [-9.2218970e-06, -5.3341541e-06,  7.1013010e-06, ...,\n",
      "           6.8688223e-06,  0.0000000e+00, -8.8600416e-08],\n",
      "         [ 3.8109894e-07, -3.2208366e-06, -3.6371114e-06, ...,\n",
      "           0.0000000e+00,  0.0000000e+00, -3.9087777e-06],\n",
      "         [-0.0000000e+00, -0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        [[ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           6.9811590e-06,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 1.8705625e-05,  0.0000000e+00,  7.1935705e-05, ...,\n",
      "           7.0288130e-05,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  9.7104585e-06,  4.8604583e-05, ...,\n",
      "           2.2688226e-05,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  1.1593064e-06, ...,\n",
      "           2.0776115e-05,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 4.9405448e-06,  0.0000000e+00,  3.7087389e-06, ...,\n",
      "           2.5925212e-05,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  1.3875779e-06,  5.2099908e-06, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00]]]],\n",
      "      dtype=float32))\n",
      "((48, 0), array([[[[-8.9921826e-07,  0.0000000e+00, -1.6347021e-05, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [-4.2379843e-06,  2.7373387e-06,  4.3822697e-06, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 4.0327991e-06,  0.0000000e+00,  2.4118894e-05, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 2.4037225e-05,  1.9717106e-08,  5.9078637e-05, ...,\n",
      "           4.4880012e-06,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 4.5267177e-05,  0.0000000e+00,  1.0021311e-04, ...,\n",
      "           1.3621145e-06,  0.0000000e+00,  1.1536497e-05],\n",
      "         [ 2.0459860e-05,  0.0000000e+00,  7.3150695e-06, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        [[-2.3271015e-05,  0.0000000e+00, -2.5778927e-05, ...,\n",
      "          -1.2500723e-05,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 5.5746157e-05,  4.6625039e-05,  5.6172586e-05, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  1.4993866e-04, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  8.6969027e-07],\n",
      "         ...,\n",
      "         [ 0.0000000e+00,  3.5160450e-05,  5.5301112e-05, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 9.8834089e-06,  0.0000000e+00,  6.0462782e-05, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 8.7193530e-06,  0.0000000e+00,  3.9367851e-06, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        [[-2.3835182e-07,  0.0000000e+00, -4.0527916e-06, ...,\n",
      "          -6.4048700e-06, -1.9924624e-07,  0.0000000e+00],\n",
      "         [ 2.6263022e-05,  2.2827899e-05,  4.8114704e-05, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  1.0408940e-05,  1.4309604e-04, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 2.4490412e-06,  2.5184603e-05,  2.0397192e-05, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  3.4780084e-07,  3.5020112e-05, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 4.4522667e-06,  0.0000000e+00, -6.7257184e-07, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[ 0.0000000e+00,  0.0000000e+00,  3.1030984e-06, ...,\n",
      "           8.2373288e-07,  3.4796747e-06,  0.0000000e+00],\n",
      "         [ 8.6770000e-05,  9.3818053e-06,  1.9604513e-05, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 1.0026590e-05,  0.0000000e+00,  4.7230675e-05, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [-3.8331705e-06, -4.3574883e-06, -1.4597932e-05, ...,\n",
      "          -2.2997706e-06, -8.7725101e-07,  1.9195966e-07],\n",
      "         [-2.9545358e-06,  0.0000000e+00, -3.0173811e-05, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 5.3370275e-07,  4.1322102e-07,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        [[ 1.8275434e-05,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           6.4367287e-06,  1.6241211e-05,  0.0000000e+00],\n",
      "         [ 2.0811203e-04,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  2.4273331e-05],\n",
      "         [ 0.0000000e+00,  6.7431771e-05,  9.7082971e-05, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [-9.2218970e-06, -5.3341541e-06,  7.1013010e-06, ...,\n",
      "           6.8688223e-06,  0.0000000e+00, -8.8600416e-08],\n",
      "         [ 3.8109894e-07, -3.2208366e-06, -3.6371114e-06, ...,\n",
      "           0.0000000e+00,  0.0000000e+00, -3.9087777e-06],\n",
      "         [-0.0000000e+00, -0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        [[ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           6.9811590e-06,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 1.8705625e-05,  0.0000000e+00,  7.1935705e-05, ...,\n",
      "           7.0288130e-05,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  9.7104585e-06,  4.8604583e-05, ...,\n",
      "           2.2688226e-05,  0.0000000e+00,  0.0000000e+00],\n",
      "         ...,\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  1.1593064e-06, ...,\n",
      "           2.0776115e-05,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 4.9405448e-06,  0.0000000e+00,  3.7087389e-06, ...,\n",
      "           2.5925212e-05,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  1.3875779e-06,  5.2099908e-06, ...,\n",
      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00]]]],\n",
      "      dtype=float32))\n",
      "((49, 0), array([[[[-1.86371944e-05, -1.44661084e-04, -1.92650841e-04, ...,\n",
      "          -1.63420718e-05,  1.24991220e-06,  4.74171829e-05],\n",
      "         [ 0.00000000e+00,  0.00000000e+00, -2.53181788e-05, ...,\n",
      "           0.00000000e+00, -2.09423488e-05, -0.00000000e+00],\n",
      "         [-4.33178284e-05,  1.58747280e-04,  8.97933496e-05, ...,\n",
      "           7.42467120e-04,  2.46730080e-04,  1.97032263e-04],\n",
      "         ...,\n",
      "         [ 1.10713163e-05,  6.47902416e-05,  1.09280554e-05, ...,\n",
      "           4.40399279e-04,  1.38606687e-04, -1.69272171e-05],\n",
      "         [ 0.00000000e+00,  0.00000000e+00, -1.74277484e-05, ...,\n",
      "          -5.65974769e-05, -3.68908768e-05,  1.07204769e-05],\n",
      "         [ 1.05424697e-05,  2.24340678e-04, -3.99269120e-05, ...,\n",
      "           9.18239180e-04, -7.82691768e-06, -1.93737578e-05]],\n",
      "\n",
      "        [[-7.82178688e-07,  1.07094693e-05, -2.78271382e-05, ...,\n",
      "           0.00000000e+00, -2.11981423e-05,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  3.97947260e-05, -4.17758838e-06, ...,\n",
      "           0.00000000e+00, -7.53082668e-06,  0.00000000e+00],\n",
      "         [ 0.00000000e+00, -3.01710088e-06,  0.00000000e+00, ...,\n",
      "           0.00000000e+00, -1.59490446e-05, -0.00000000e+00],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  4.21078657e-05, -8.39795030e-06, ...,\n",
      "           0.00000000e+00, -1.31181396e-05, -0.00000000e+00],\n",
      "         [ 0.00000000e+00, -3.06105685e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  4.95463473e-06],\n",
      "         [ 0.00000000e+00,  1.47897299e-06, -2.36991636e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  2.68312724e-05]],\n",
      "\n",
      "        [[ 1.03983200e-06,  4.48855571e-05, -2.64689243e-05, ...,\n",
      "           8.68300485e-05,  1.20904033e-05, -7.78294925e-05],\n",
      "         [-3.41296300e-06,  1.77895054e-05, -9.20464481e-06, ...,\n",
      "           0.00000000e+00, -1.38188288e-05,  0.00000000e+00],\n",
      "         [-5.60444751e-05, -9.23537591e-05,  6.59754151e-05, ...,\n",
      "           1.94319326e-03,  4.87005978e-04, -6.35342876e-05],\n",
      "         ...,\n",
      "         [-3.52425423e-06,  1.10010900e-04, -1.14447124e-04, ...,\n",
      "           6.34357391e-04,  7.06638020e-05, -1.13616170e-05],\n",
      "         [ 0.00000000e+00,  1.04172359e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -0.00000000e+00],\n",
      "         [-2.42844952e-04,  4.27988598e-05,  1.90389925e-04, ...,\n",
      "           2.76081671e-04,  2.71429890e-04, -4.40388132e-04]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[-1.82138974e-04,  4.00380086e-04, -2.26968608e-04, ...,\n",
      "           2.34734427e-04,  2.86719762e-04,  7.09048472e-05],\n",
      "         [ 0.00000000e+00,  3.75399140e-05,  3.40901934e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  9.06629066e-06],\n",
      "         [-9.15532946e-05,  1.20716810e-04,  3.69948044e-04, ...,\n",
      "           2.40142457e-03,  1.69366860e-04, -1.89593527e-04],\n",
      "         ...,\n",
      "         [-9.03283071e-05,  4.64624783e-04, -2.57210868e-05, ...,\n",
      "           1.13432463e-04,  6.60928898e-04, -3.08097340e-04],\n",
      "         [ 0.00000000e+00,  1.70147687e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -0.00000000e+00],\n",
      "         [-2.48334836e-04, -1.63694422e-05,  1.30810022e-05, ...,\n",
      "          -1.22957004e-04,  1.54185500e-06, -6.30781869e-05]],\n",
      "\n",
      "        [[-1.98839666e-06,  2.24537198e-05, -2.78297721e-05, ...,\n",
      "           0.00000000e+00, -4.36469127e-05,  5.10169375e-05],\n",
      "         [ 1.09103770e-04,  1.44607315e-04, -1.15968709e-04, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 4.59537461e-07,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00, -2.46124328e-05,  2.62825906e-05],\n",
      "         ...,\n",
      "         [-2.62798130e-05,  2.22066010e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00, -3.98163756e-05,  0.00000000e+00],\n",
      "         [ 4.16255943e-06,  7.06194405e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  7.16825389e-06,  0.00000000e+00, ...,\n",
      "          -1.37576662e-05,  0.00000000e+00,  1.34955162e-05]],\n",
      "\n",
      "        [[-5.33464445e-05,  3.88769986e-05, -8.04137817e-05, ...,\n",
      "           3.35786637e-04,  3.01895961e-05,  1.55144789e-05],\n",
      "         [ 0.00000000e+00,  1.54606678e-05,  1.41926757e-05, ...,\n",
      "           0.00000000e+00, -5.01196409e-05,  0.00000000e+00],\n",
      "         [-1.66633894e-04, -4.39095902e-06, -5.69636795e-05, ...,\n",
      "           1.47259576e-04,  1.03159255e-05,  1.77285438e-05],\n",
      "         ...,\n",
      "         [-1.41399534e-04,  2.40459030e-06, -1.06278429e-04, ...,\n",
      "           2.38677574e-04,  1.41942564e-07, -8.33667946e-06],\n",
      "         [ 2.97461440e-07, -1.65392680e-06,  2.12214582e-05, ...,\n",
      "          -7.14131602e-06, -1.26081704e-05,  0.00000000e+00],\n",
      "         [-3.10599688e-04, -1.33455378e-05, -3.59519399e-05, ...,\n",
      "           8.15137610e-05, -2.13217078e-04,  2.97883125e-05]]]],\n",
      "      dtype=float32))\n",
      "((49, 1), array([[[[ 1.09186358e-05,  2.18635003e-04,  6.54159448e-05, ...,\n",
      "          -7.99368809e-06,  9.18153262e-07, -1.49584710e-04],\n",
      "         [ 0.00000000e+00,  0.00000000e+00, -2.08748679e-06, ...,\n",
      "           0.00000000e+00, -1.97957397e-05,  0.00000000e+00],\n",
      "         [-4.59553718e-07,  4.07428088e-05,  4.02789046e-05, ...,\n",
      "          -1.02889564e-04,  1.62828481e-04, -5.73734069e-05],\n",
      "         ...,\n",
      "         [ 8.37202151e-07,  6.19988132e-05, -2.46984437e-05, ...,\n",
      "           1.37851384e-04,  1.70882864e-04, -1.08410513e-05],\n",
      "         [-0.00000000e+00,  0.00000000e+00, -1.70511630e-05, ...,\n",
      "           1.83317643e-05, -1.70311114e-06, -5.92667539e-06],\n",
      "         [-1.54710597e-06,  2.41905262e-04,  2.56792555e-05, ...,\n",
      "           3.91654503e-05, -5.60351646e-06, -7.48533648e-06]],\n",
      "\n",
      "        [[ 0.00000000e+00,  1.45261129e-05, -3.96684845e-06, ...,\n",
      "           0.00000000e+00, -5.16570208e-06,  0.00000000e+00],\n",
      "         [ 0.00000000e+00, -4.99782291e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00, -3.29030918e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 0.00000000e+00, -4.68537728e-05, -4.22762569e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00, -3.76725548e-05,  0.00000000e+00, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [-0.00000000e+00, -5.24118332e-06, -1.98413327e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -1.68588231e-05]],\n",
      "\n",
      "        [[-2.80235283e-04,  9.46809359e-06,  1.07985170e-05, ...,\n",
      "           8.09570338e-05,  3.00332431e-05, -2.49421690e-04],\n",
      "         [ 0.00000000e+00, -2.14754909e-05, -2.52202663e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 1.14612135e-06,  1.24303537e-04,  8.03178700e-05, ...,\n",
      "          -1.45217462e-04,  2.61720270e-04,  3.70925874e-04],\n",
      "         ...,\n",
      "         [-3.94500094e-05, -1.89138678e-04,  3.03346442e-05, ...,\n",
      "           8.46979092e-05,  6.32826996e-05,  1.86063971e-05],\n",
      "         [ 0.00000000e+00, -1.21337798e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 1.69335894e-04,  5.44576760e-05,  1.15637944e-04, ...,\n",
      "          -9.46901419e-05,  7.81135677e-05, -3.08020535e-05]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[-1.81015275e-04,  1.34798320e-04,  7.29365856e-05, ...,\n",
      "           2.13372463e-04,  1.06244734e-04, -2.53109116e-04],\n",
      "         [-0.00000000e+00,  1.28918427e-05, -4.98605732e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [-8.54197242e-06,  1.28891625e-04,  8.45242583e-04, ...,\n",
      "           3.87428998e-04,  4.23389356e-05,  2.72778765e-04],\n",
      "         ...,\n",
      "         [-1.84694625e-04,  1.72250657e-04, -1.29188615e-04, ...,\n",
      "           5.87400646e-05,  4.16760071e-04, -9.90383487e-05],\n",
      "         [ 0.00000000e+00, -3.12777092e-06,  0.00000000e+00, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [-1.66692524e-04,  1.68352472e-05,  3.50832968e-04, ...,\n",
      "           1.87123398e-04,  7.80474352e-07,  1.25665329e-05]],\n",
      "\n",
      "        [[ 0.00000000e+00, -3.28743699e-05, -1.32224031e-05, ...,\n",
      "           0.00000000e+00,  4.87743964e-05, -5.60974913e-05],\n",
      "         [ 1.27895619e-04, -7.59494797e-05, -2.45796455e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 2.66058032e-05, -4.06079780e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  1.12514708e-05,  0.00000000e+00],\n",
      "         [ 7.89264050e-07,  1.46612156e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  5.22101118e-07,  0.00000000e+00, ...,\n",
      "           5.80722769e-07,  0.00000000e+00, -3.61868160e-06]],\n",
      "\n",
      "        [[-1.32293761e-04,  9.01070380e-05,  1.30532499e-04, ...,\n",
      "           1.08192355e-04, -6.39229402e-05, -3.38838181e-05],\n",
      "         [-0.00000000e+00,  7.80291011e-05, -2.00700797e-05, ...,\n",
      "           0.00000000e+00, -1.02774948e-05,  0.00000000e+00],\n",
      "         [ 6.49518406e-05,  2.29439975e-05,  1.03814338e-04, ...,\n",
      "           2.56961812e-06,  1.79169620e-05,  2.56554136e-04],\n",
      "         ...,\n",
      "         [ 6.72545411e-06,  2.10710241e-05,  4.25575301e-04, ...,\n",
      "           1.48811101e-04, -9.05485467e-06,  3.38875579e-05],\n",
      "         [ 2.48952915e-06,  2.34322488e-05, -2.38035409e-05, ...,\n",
      "          -1.02216918e-05,  1.84629585e-06,  0.00000000e+00],\n",
      "         [-6.31959629e-05,  4.45959413e-05,  5.56416671e-05, ...,\n",
      "           1.06253690e-04, -1.10772693e-04,  1.64122335e-04]]]],\n",
      "      dtype=float32))\n",
      "((51, 0), array([[[[ 1.42365036e-06,  7.51141579e-06,  3.56823557e-06, ...,\n",
      "           0.00000000e+00,  2.41233778e-07,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  1.41064550e-06, ...,\n",
      "           0.00000000e+00,  8.29061355e-06,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  7.74767432e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  1.85833032e-05],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  1.89798811e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  7.94079278e-06],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  2.02035644e-05, ...,\n",
      "           1.14689992e-05,  1.53551664e-05,  1.72508462e-05],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  2.16020180e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  2.76981518e-05]],\n",
      "\n",
      "        [[ 0.00000000e+00,  5.13352061e-05,  1.90341507e-05, ...,\n",
      "           0.00000000e+00,  1.19307197e-05,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  9.30363021e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  1.91403797e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  4.46715530e-05,  2.42323931e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  2.25559888e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  2.04632761e-05,  1.40130680e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  1.49440230e-05]],\n",
      "\n",
      "        [[ 0.00000000e+00,  4.07881416e-05,  2.84764865e-05, ...,\n",
      "           0.00000000e+00,  1.29418813e-05,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  7.15561691e-05,  7.58431543e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  4.56895978e-05,  9.86508257e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 3.01011710e-07,  1.87392161e-05,  3.53596770e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  2.05201218e-06],\n",
      "         [ 0.00000000e+00,  5.16455184e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 1.28692727e-06,  3.51007293e-05,  3.35962341e-06, ...,\n",
      "           1.20216155e-05,  0.00000000e+00,  1.82094700e-05]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[ 0.00000000e+00,  1.58138733e-04,  4.84283228e-05, ...,\n",
      "           0.00000000e+00,  8.83202665e-06,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  1.15430936e-04,  9.30577226e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  1.07080687e-07,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  2.45009755e-06],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  1.24335274e-04,  2.01336825e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  4.79975752e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  1.86659202e-06, -0.00000000e+00, ...,\n",
      "           9.98835640e-06,  0.00000000e+00,  4.36035953e-06]],\n",
      "\n",
      "        [[ 0.00000000e+00,  3.24628745e-05,  2.02200808e-05, ...,\n",
      "           0.00000000e+00,  1.26586878e-04,  2.18790274e-06],\n",
      "         [ 2.48573750e-04,  1.90516919e-04,  2.68079966e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 1.07383939e-05,  1.86922080e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  3.12322118e-05,  0.00000000e+00],\n",
      "         [ 1.06635898e-05,  1.46403137e-04,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  1.79172421e-05,  0.00000000e+00, ...,\n",
      "           6.41546922e-06,  0.00000000e+00,  1.21655148e-05]],\n",
      "\n",
      "        [[ 0.00000000e+00,  5.64084366e-05,  2.38120119e-05, ...,\n",
      "           0.00000000e+00,  3.43101856e-05,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  1.80585543e-04,  6.50004149e-05, ...,\n",
      "           0.00000000e+00,  4.98936679e-05,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  7.83199648e-05,  3.89088927e-05, ...,\n",
      "           2.43311169e-05,  1.52842385e-05,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  3.73588482e-05,  3.09422262e-07, ...,\n",
      "           0.00000000e+00,  2.39289384e-05,  0.00000000e+00],\n",
      "         [ 3.91735239e-06,  4.58800241e-05,  2.46361087e-05, ...,\n",
      "           1.00979048e-06,  1.83557404e-05,  0.00000000e+00],\n",
      "         [-0.00000000e+00,  1.70191288e-05, -2.99795715e-06, ...,\n",
      "           9.43588248e-07,  0.00000000e+00,  0.00000000e+00]]]],\n",
      "      dtype=float32))\n",
      "((52, 0), array([[[[ 1.42365036e-06,  7.51141579e-06,  3.56823557e-06, ...,\n",
      "           0.00000000e+00,  2.41233778e-07,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  1.41064550e-06, ...,\n",
      "           0.00000000e+00,  8.29061355e-06,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  7.74767432e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  1.85833032e-05],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  1.89798811e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  7.94079278e-06],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  2.02035644e-05, ...,\n",
      "           1.14689992e-05,  1.53551664e-05,  1.72508462e-05],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  2.16020180e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  2.76981518e-05]],\n",
      "\n",
      "        [[ 0.00000000e+00,  5.13352061e-05,  1.90341507e-05, ...,\n",
      "           0.00000000e+00,  1.19307197e-05,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  9.30363021e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  1.91403797e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  4.46715530e-05,  2.42323931e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  2.25559888e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  2.04632761e-05,  1.40130680e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  1.49440230e-05]],\n",
      "\n",
      "        [[ 0.00000000e+00,  4.07881416e-05,  2.84764865e-05, ...,\n",
      "           0.00000000e+00,  1.29418813e-05,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  7.15561691e-05,  7.58431543e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  4.56895978e-05,  9.86508257e-06, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 3.01011710e-07,  1.87392161e-05,  3.53596770e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  2.05201218e-06],\n",
      "         [ 0.00000000e+00,  5.16455184e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 1.28692727e-06,  3.51007293e-05,  3.35962341e-06, ...,\n",
      "           1.20216155e-05,  0.00000000e+00,  1.82094700e-05]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[ 0.00000000e+00,  1.58138733e-04,  4.84283228e-05, ...,\n",
      "           0.00000000e+00,  8.83202665e-06,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  1.15430936e-04,  9.30577226e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  1.07080687e-07,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  2.45009755e-06],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  1.24335274e-04,  2.01336825e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  4.79975752e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  1.86659202e-06, -0.00000000e+00, ...,\n",
      "           9.98835640e-06,  0.00000000e+00,  4.36035953e-06]],\n",
      "\n",
      "        [[ 0.00000000e+00,  3.24628745e-05,  2.02200808e-05, ...,\n",
      "           0.00000000e+00,  1.26586878e-04,  2.18790274e-06],\n",
      "         [ 2.48573750e-04,  1.90516919e-04,  2.68079966e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 1.07383939e-05,  1.86922080e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  3.12322118e-05,  0.00000000e+00],\n",
      "         [ 1.06635898e-05,  1.46403137e-04,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  1.79172421e-05,  0.00000000e+00, ...,\n",
      "           6.41546922e-06,  0.00000000e+00,  1.21655148e-05]],\n",
      "\n",
      "        [[ 0.00000000e+00,  5.64084366e-05,  2.38120119e-05, ...,\n",
      "           0.00000000e+00,  3.43101856e-05,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  1.80585543e-04,  6.50004149e-05, ...,\n",
      "           0.00000000e+00,  4.98936679e-05,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  7.83199648e-05,  3.89088927e-05, ...,\n",
      "           2.43311169e-05,  1.52842385e-05,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 0.00000000e+00,  3.73588482e-05,  3.09422262e-07, ...,\n",
      "           0.00000000e+00,  2.39289384e-05,  0.00000000e+00],\n",
      "         [ 3.91735239e-06,  4.58800241e-05,  2.46361087e-05, ...,\n",
      "           1.00979048e-06,  1.83557404e-05,  0.00000000e+00],\n",
      "         [-0.00000000e+00,  1.70191288e-05, -2.99795715e-06, ...,\n",
      "           9.43588248e-07,  0.00000000e+00,  0.00000000e+00]]]],\n",
      "      dtype=float32))\n",
      "((53, 0), array([[[[-0.0000000e+00,  1.6423158e-04,  0.0000000e+00, ...,\n",
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      "         [-0.0000000e+00,  1.8092446e-04,  0.0000000e+00, ...,\n",
      "          -1.0573109e-05,  0.0000000e+00,  2.2567635e-04],\n",
      "         [ 0.0000000e+00, -1.4484172e-05,  0.0000000e+00, ...,\n",
      "           1.7966637e-04, -1.1754376e-04,  8.1670360e-04],\n",
      "         [ 0.0000000e+00,  8.8317414e-05,  0.0000000e+00, ...,\n",
      "           2.7395399e-05,  0.0000000e+00,  3.2812249e-04]],\n",
      "\n",
      "        [[-0.0000000e+00,  0.0000000e+00, -1.0853299e-04, ...,\n",
      "           0.0000000e+00,  1.4756220e-04,  0.0000000e+00],\n",
      "         [ 1.1184192e-03,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "          -1.4803409e-04,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 2.1114114e-04,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           2.6368292e-04, -1.2850011e-04,  0.0000000e+00],\n",
      "         [ 5.2650395e-04,  3.4740733e-05,  0.0000000e+00, ...,\n",
      "           8.7813787e-06,  0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        [[ 1.5684661e-04,  3.1459349e-05, -5.5079036e-05, ...,\n",
      "           0.0000000e+00,  8.0095639e-04,  0.0000000e+00],\n",
      "         [ 7.3957554e-04,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "          -5.9918653e-05,  0.0000000e+00,  4.5620551e-04],\n",
      "         [ 4.8756157e-04,  4.7846381e-05,  0.0000000e+00, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 1.1914545e-03,  4.7644525e-07, -0.0000000e+00, ...,\n",
      "           4.7468744e-05,  1.5394691e-05,  3.0054644e-04]],\n",
      "\n",
      "        [[-0.0000000e+00,  0.0000000e+00,  2.0456077e-04, ...,\n",
      "           0.0000000e+00,  2.6394095e-04, -0.0000000e+00],\n",
      "         [-0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "          -2.5227058e-04, -5.1442214e-07,  0.0000000e+00],\n",
      "         [ 2.0809313e-04, -0.0000000e+00, -5.8307935e-05, ...,\n",
      "          -3.1764495e-05,  2.3901890e-05, -0.0000000e+00],\n",
      "         [ 1.5534897e-04, -0.0000000e+00,  0.0000000e+00, ...,\n",
      "           4.8477781e-05,  0.0000000e+00, -0.0000000e+00]]]],\n",
      "      dtype=float32))\n",
      "((54, 0), array([[[[-7.70090810e-06,  7.39739189e-05, -1.27234904e-04, ...,\n",
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      "         [ 0.00000000e+00,  0.00000000e+00, -2.74056656e-05, ...,\n",
      "           0.00000000e+00, -3.89627057e-05,  0.00000000e+00],\n",
      "         [-4.37773815e-05,  1.99490096e-04,  1.30072265e-04, ...,\n",
      "           6.39577571e-04,  4.09558561e-04,  1.33192982e-04],\n",
      "         ...,\n",
      "         [ 1.19085180e-05,  1.26789047e-04, -1.11114432e-05, ...,\n",
      "           5.78250678e-04,  3.21422616e-04, -2.77682666e-05],\n",
      "         [ 0.00000000e+00,  0.00000000e+00, -3.44789114e-05, ...,\n",
      "          -3.82657126e-05, -3.85939893e-05,  4.79380105e-06],\n",
      "         [ 8.99536371e-06,  4.66245925e-04, -1.42476565e-05, ...,\n",
      "           9.57404671e-04, -1.34304337e-05, -3.48973517e-05]],\n",
      "\n",
      "        [[ 0.00000000e+00,  2.35836833e-05, -3.17939848e-05, ...,\n",
      "           0.00000000e+00, -2.35223779e-05,  0.00000000e+00],\n",
      "         [ 0.00000000e+00, -1.23784739e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00, -3.53119649e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 0.00000000e+00, -1.18456428e-05, -4.89368686e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00, -6.82831233e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00, -4.03243121e-06, -4.35404945e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  4.94615188e-06]],\n",
      "\n",
      "        [[-2.79209984e-04,  4.82837349e-05, -1.63364493e-05, ...,\n",
      "           1.67787090e-04,  4.37055714e-05, -3.27251182e-04],\n",
      "         [ 0.00000000e+00, -6.45374439e-06, -3.08115341e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [-5.48983553e-05,  3.19497813e-05,  1.46293300e-04, ...,\n",
      "           1.79797574e-03,  7.48726190e-04,  3.07391572e-04],\n",
      "         ...,\n",
      "         [-4.28242784e-05, -8.38925480e-05, -9.29199305e-05, ...,\n",
      "           7.19055301e-04,  1.33946509e-04,  7.24478059e-06],\n",
      "         [ 0.00000000e+00, -3.07734263e-06,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [-7.35090580e-05,  9.58678065e-05,  3.06027883e-04, ...,\n",
      "           1.81391544e-04,  3.49543465e-04, -4.75255161e-04]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[-3.63154220e-04,  5.00041002e-04, -1.63446515e-04, ...,\n",
      "           4.48106905e-04,  3.92964459e-04, -1.82204283e-04],\n",
      "         [ 0.00000000e+00,  4.16272196e-05,  1.79626168e-05, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [-1.00095262e-04,  2.49608449e-04,  1.21519063e-03, ...,\n",
      "           2.78885360e-03,  2.11705803e-04,  4.95817476e-05],\n",
      "         ...,\n",
      "         [-2.72024510e-04,  6.19302446e-04, -1.53875138e-04, ...,\n",
      "           1.72172528e-04,  1.07768900e-03, -4.07135667e-04],\n",
      "         [ 0.00000000e+00,  1.46924267e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [-4.15027345e-04,  8.97815312e-07,  3.63832020e-04, ...,\n",
      "           6.40162325e-05,  2.32232924e-06, -4.98255831e-05]],\n",
      "\n",
      "        [[ 0.00000000e+00, -1.62935157e-05, -4.10521752e-05, ...,\n",
      "           0.00000000e+00,  1.31804773e-05, -1.42465669e-05],\n",
      "         [ 2.18360598e-04,  4.42676683e-05, -1.40548349e-04, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         ...,\n",
      "         [ 3.25989930e-07, -2.27945930e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00, -2.85649057e-05,  0.00000000e+00],\n",
      "         [ 4.62544222e-06,  8.44985043e-05,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  7.97056055e-06,  0.00000000e+00, ...,\n",
      "          -1.25468614e-05,  0.00000000e+00,  9.18612204e-06]],\n",
      "\n",
      "        [[-1.84315111e-04,  1.28462008e-04,  4.46866652e-05, ...,\n",
      "           4.43979021e-04, -2.88846040e-05, -2.17624147e-05],\n",
      "         [ 0.00000000e+00,  9.20588864e-05, -9.20517141e-06, ...,\n",
      "           0.00000000e+00, -4.96347784e-05,  0.00000000e+00],\n",
      "         [-1.01682053e-04,  1.85530371e-05,  4.11056062e-05, ...,\n",
      "           1.61536460e-04,  4.26878360e-05,  2.74282676e-04],\n",
      "         ...,\n",
      "         [-1.34674076e-04,  2.31466183e-05,  3.15679063e-04, ...,\n",
      "           3.87488661e-04, -3.27338103e-06,  2.26930442e-05],\n",
      "         [ 2.71801832e-06,  2.18686073e-05, -4.51544429e-06, ...,\n",
      "          -1.64016055e-05, -9.44807925e-06,  0.00000000e+00],\n",
      "         [-3.73795629e-04,  3.12504017e-05,  1.92014431e-05, ...,\n",
      "           1.88244827e-04, -3.23989749e-04,  1.93910659e-04]]]],\n",
      "      dtype=float32))\n",
      "((55, 0), array([[[[ 0.00000000e+00,  2.32092920e-04,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  3.06609145e-04,  1.63104807e-04],\n",
      "         [ 0.00000000e+00,  2.44373048e-04,  0.00000000e+00, ...,\n",
      "           4.88210462e-05,  0.00000000e+00,  2.68323056e-04],\n",
      "         [ 0.00000000e+00, -2.51037836e-05,  0.00000000e+00, ...,\n",
      "           4.50975669e-04,  2.51873935e-05,  9.24945984e-04],\n",
      "         [ 0.00000000e+00,  1.32618516e-04,  0.00000000e+00, ...,\n",
      "           8.65083421e-05,  0.00000000e+00,  3.75859963e-04]],\n",
      "\n",
      "        [[ 0.00000000e+00,  0.00000000e+00,  5.09275669e-05, ...,\n",
      "           0.00000000e+00,  2.44756171e-04,  0.00000000e+00],\n",
      "         [ 7.48391671e-04,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           3.64865773e-05,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 2.59303233e-05,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           4.69672930e-04,  5.43894976e-06,  0.00000000e+00],\n",
      "         [ 3.39500606e-04,  9.21252649e-05,  0.00000000e+00, ...,\n",
      "          -2.94504116e-05,  0.00000000e+00,  0.00000000e+00]],\n",
      "\n",
      "        [[ 2.02108422e-05,  7.00637756e-05,  3.92453912e-05, ...,\n",
      "           0.00000000e+00,  1.02730910e-03,  0.00000000e+00],\n",
      "         [ 4.18224052e-04,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           1.56596710e-04,  0.00000000e+00,  5.82978653e-04],\n",
      "         [ 2.91291362e-04,  6.25419561e-05,  0.00000000e+00, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 9.37481411e-04,  5.17859844e-05, -0.00000000e+00, ...,\n",
      "           7.71999694e-05, -2.15515902e-05,  3.73993127e-04]],\n",
      "\n",
      "        [[ 0.00000000e+00,  0.00000000e+00,  4.88294521e-04, ...,\n",
      "           0.00000000e+00,  3.73291550e-04, -0.00000000e+00],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           1.84397522e-05,  2.23147159e-04,  0.00000000e+00],\n",
      "         [ 1.36236951e-04, -0.00000000e+00,  9.71955160e-05, ...,\n",
      "           1.74083470e-04,  4.19785247e-05, -0.00000000e+00],\n",
      "         [ 1.14895556e-04, -0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -2.36928408e-05,  0.00000000e+00, -0.00000000e+00]]]],\n",
      "      dtype=float32))\n",
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      "         [ 0.00000000e+00,  2.44373048e-04,  0.00000000e+00, ...,\n",
      "           4.88210462e-05,  0.00000000e+00,  2.68323056e-04],\n",
      "         [ 0.00000000e+00, -2.51037836e-05,  0.00000000e+00, ...,\n",
      "           4.50975669e-04,  2.51873935e-05,  9.24945984e-04],\n",
      "         [ 0.00000000e+00,  1.32618516e-04,  0.00000000e+00, ...,\n",
      "           8.65083421e-05,  0.00000000e+00,  3.75859963e-04]],\n",
      "\n",
      "        [[ 0.00000000e+00,  0.00000000e+00,  5.09275669e-05, ...,\n",
      "           0.00000000e+00,  2.44756171e-04,  0.00000000e+00],\n",
      "         [ 7.48391671e-04,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           3.64865773e-05,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 2.59303233e-05,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           4.69672930e-04,  5.43894976e-06,  0.00000000e+00],\n",
      "         [ 3.39500606e-04,  9.21252649e-05,  0.00000000e+00, ...,\n",
      "          -2.94504116e-05,  0.00000000e+00,  0.00000000e+00]],\n",
      "\n",
      "        [[ 2.02108422e-05,  7.00637756e-05,  3.92453912e-05, ...,\n",
      "           0.00000000e+00,  1.02730910e-03,  0.00000000e+00],\n",
      "         [ 4.18224052e-04,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           1.56596710e-04,  0.00000000e+00,  5.82978653e-04],\n",
      "         [ 2.91291362e-04,  6.25419561e-05,  0.00000000e+00, ...,\n",
      "          -0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 9.37481411e-04,  5.17859844e-05, -0.00000000e+00, ...,\n",
      "           7.71999694e-05, -2.15515902e-05,  3.73993127e-04]],\n",
      "\n",
      "        [[ 0.00000000e+00,  0.00000000e+00,  4.88294521e-04, ...,\n",
      "           0.00000000e+00,  3.73291550e-04, -0.00000000e+00],\n",
      "         [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           1.84397522e-05,  2.23147159e-04,  0.00000000e+00],\n",
      "         [ 1.36236951e-04, -0.00000000e+00,  9.71955160e-05, ...,\n",
      "           1.74083470e-04,  4.19785247e-05, -0.00000000e+00],\n",
      "         [ 1.14895556e-04, -0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -2.36928408e-05,  0.00000000e+00, -0.00000000e+00]]]],\n",
      "      dtype=float32))\n",
      "((57, 0), array([[[[ 2.5498052e-03,  0.0000000e+00, -1.4299124e-03, ...,\n",
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      "         [ 5.4733362e-03,  0.0000000e+00,  2.5748261e-04, ...,\n",
      "           4.6621397e-05,  0.0000000e+00, -0.0000000e+00],\n",
      "         [-0.0000000e+00,  0.0000000e+00, -2.7764020e-03, ...,\n",
      "           1.9615026e-04,  0.0000000e+00, -0.0000000e+00],\n",
      "         [ 1.7023117e-03,  0.0000000e+00, -0.0000000e+00, ...,\n",
      "           0.0000000e+00, -4.3704829e-05,  1.5956264e-04]],\n",
      "\n",
      "        [[ 4.6497937e-03, -0.0000000e+00,  3.0858902e-04, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00, -0.0000000e+00],\n",
      "         [ 7.4996026e-03,  0.0000000e+00, -3.0494262e-03, ...,\n",
      "          -1.6356654e-04, -0.0000000e+00, -0.0000000e+00],\n",
      "         [ 4.2987270e-03,  0.0000000e+00, -2.9215778e-03, ...,\n",
      "           0.0000000e+00,  0.0000000e+00, -0.0000000e+00],\n",
      "         [ 9.6215040e-04,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "          -0.0000000e+00,  6.3712571e-07, -3.2576510e-05]],\n",
      "\n",
      "        [[ 3.2839519e-03, -0.0000000e+00,  2.7220458e-04, ...,\n",
      "           1.1570683e-04,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 4.3888194e-03,  0.0000000e+00,  2.1119133e-04, ...,\n",
      "           1.5713847e-05,  0.0000000e+00, -0.0000000e+00],\n",
      "         [ 3.5114291e-03, -1.7779887e-03, -1.2502690e-03, ...,\n",
      "           0.0000000e+00, -0.0000000e+00,  0.0000000e+00],\n",
      "         [ 1.3825213e-04,  7.0908514e-05,  0.0000000e+00, ...,\n",
      "           0.0000000e+00, -1.1115723e-04, -7.3537922e-05]],\n",
      "\n",
      "        [[-8.1339240e-04, -0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00, -0.0000000e+00,  0.0000000e+00],\n",
      "         [ 1.2455261e-03, -0.0000000e+00,  3.1594987e-05, ...,\n",
      "           0.0000000e+00,  8.9518708e-04, -1.0417891e-04],\n",
      "         [-6.6986104e-05, -0.0000000e+00, -0.0000000e+00, ...,\n",
      "           0.0000000e+00,  5.2854262e-05,  0.0000000e+00],\n",
      "         [-1.1392296e-03,  8.1054401e-05,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  1.0306095e-03, -9.1440044e-05]]]],\n",
      "      dtype=float32))\n",
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      "         [ 3.4581949e-03,  0.0000000e+00,  1.3229880e-04, ...,\n",
      "           1.6267979e-04,  0.0000000e+00, -0.0000000e+00],\n",
      "         [-0.0000000e+00,  0.0000000e+00, -1.4526398e-03, ...,\n",
      "           3.1221120e-04,  0.0000000e+00, -0.0000000e+00],\n",
      "         [-8.6073458e-05,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00, -5.1600491e-05,  1.6225417e-04]],\n",
      "\n",
      "        [[ 2.5632470e-03,  0.0000000e+00,  1.2274641e-04, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00, -0.0000000e+00],\n",
      "         [ 5.3105014e-03,  0.0000000e+00, -1.8622552e-03, ...,\n",
      "          -1.0778074e-04, -0.0000000e+00, -0.0000000e+00],\n",
      "         [ 2.2300975e-03,  0.0000000e+00, -1.6751427e-03, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00, -0.0000000e+00],\n",
      "         [-9.6665224e-04,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "          -0.0000000e+00, -1.1833074e-05, -2.8279070e-05]],\n",
      "\n",
      "        [[ 1.1901152e-03,  0.0000000e+00,  8.9311172e-05, ...,\n",
      "           7.0055248e-05,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 2.2233648e-03,  0.0000000e+00, -3.8495582e-05, ...,\n",
      "           6.8176283e-05,  0.0000000e+00, -0.0000000e+00],\n",
      "         [ 1.4087149e-03, -4.3124082e-03, -2.3412711e-05, ...,\n",
      "           0.0000000e+00, -0.0000000e+00,  0.0000000e+00],\n",
      "         [-2.1899277e-05, -5.4649058e-06,  0.0000000e+00, ...,\n",
      "          -0.0000000e+00, -2.2984033e-04, -6.8703514e-05]],\n",
      "\n",
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      "           0.0000000e+00, -0.0000000e+00,  0.0000000e+00],\n",
      "         [-7.7506778e-04,  0.0000000e+00, -1.1712747e-04, ...,\n",
      "           0.0000000e+00,  7.6680997e-04, -9.7275704e-05],\n",
      "         [-2.0387128e-03,  0.0000000e+00, -0.0000000e+00, ...,\n",
      "           0.0000000e+00,  3.5193618e-05,  0.0000000e+00],\n",
      "         [-2.9276893e-03,  3.3902339e-05,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  9.1704383e-04, -8.8774934e-05]]]],\n",
      "      dtype=float32))\n",
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      "         [-6.33418839e-03,  0.00000000e+00,  2.80009262e-04, ...,\n",
      "          -6.15929021e-04,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 0.00000000e+00,  0.00000000e+00, -1.79936131e-03, ...,\n",
      "          -6.24275766e-04,  0.00000000e+00,  0.00000000e+00],\n",
      "         [-3.89127922e-03,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "          -0.00000000e+00,  1.93783053e-05,  1.56911075e-04]],\n",
      "\n",
      "        [[-8.81297514e-04, -0.00000000e+00,  6.13813696e-04, ...,\n",
      "           0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 9.89430817e-04,  0.00000000e+00, -6.19666371e-03, ...,\n",
      "          -6.68777444e-04,  0.00000000e+00, -0.00000000e+00],\n",
      "         [-4.63535683e-03,  0.00000000e+00, -2.61289952e-03, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -0.00000000e+00],\n",
      "         [ 1.42392307e-03,  0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00, -9.59008612e-05,  2.94310827e-04]],\n",
      "\n",
      "        [[ 3.80755705e-03, -0.00000000e+00,  3.02551460e-04, ...,\n",
      "           5.82489767e-04,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 1.47218246e-03, -0.00000000e+00,  1.01556315e-03, ...,\n",
      "          -1.33144762e-03,  0.00000000e+00,  0.00000000e+00],\n",
      "         [ 1.65213991e-04,  1.64932404e-02, -5.77955553e-03, ...,\n",
      "           0.00000000e+00,  0.00000000e+00, -0.00000000e+00],\n",
      "         [-1.61037933e-05,  2.20156522e-04, -0.00000000e+00, ...,\n",
      "           0.00000000e+00,  3.14303767e-03,  4.81916795e-04]],\n",
      "\n",
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      "          -0.00000000e+00,  0.00000000e+00, -0.00000000e+00],\n",
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      "         [-2.31032231e-04, -0.00000000e+00,  0.00000000e+00, ...,\n",
      "           0.00000000e+00, -1.99092014e-04, -0.00000000e+00],\n",
      "         [-5.83474874e-04,  1.79649389e-04,  0.00000000e+00, ...,\n",
      "           0.00000000e+00,  1.94856827e-03,  3.64881329e-04]]]],\n",
      "      dtype=float32))\n",
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      "         [4.62741809e-06, 0.00000000e+00, 1.69653766e-04, ...,\n",
      "          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
      "         [0.00000000e+00, 0.00000000e+00, 4.90712373e-05, ...,\n",
      "          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
      "         [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
      "          0.00000000e+00, 4.35313341e-05, 1.60333599e-04]],\n",
      "\n",
      "        [[6.71792426e-04, 0.00000000e+00, 3.76325595e-04, ...,\n",
      "          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
      "         [1.73295278e-03, 0.00000000e+00, 1.12168386e-03, ...,\n",
      "          3.36262368e-04, 0.00000000e+00, 0.00000000e+00],\n",
      "         [7.98100737e-05, 0.00000000e+00, 2.58338841e-04, ...,\n",
      "          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
      "         [2.36430278e-04, 0.00000000e+00, 0.00000000e+00, ...,\n",
      "          0.00000000e+00, 1.19096439e-05, 1.24302005e-05]],\n",
      "\n",
      "        [[1.17094966e-03, 0.00000000e+00, 3.73453368e-05, ...,\n",
      "          2.71740806e-04, 0.00000000e+00, 0.00000000e+00],\n",
      "         [1.18911022e-03, 0.00000000e+00, 4.93075582e-04, ...,\n",
      "          1.00091391e-03, 0.00000000e+00, 0.00000000e+00],\n",
      "         [6.90137967e-04, 6.49213209e-04, 5.32529550e-04, ...,\n",
      "          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
      "         [1.93832195e-04, 1.46381572e-04, 0.00000000e+00, ...,\n",
      "          0.00000000e+00, 4.75502166e-04, 1.27926556e-04]],\n",
      "\n",
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      "          0.00000000e+00, 6.03285036e-04, 1.53779212e-04],\n",
      "         [5.43290407e-05, 0.00000000e+00, 0.00000000e+00, ...,\n",
      "          0.00000000e+00, 5.54569397e-06, 0.00000000e+00],\n",
      "         [0.00000000e+00, 1.71380569e-04, 0.00000000e+00, ...,\n",
      "          0.00000000e+00, 3.06855974e-04, 1.18833494e-04]]]],\n",
      "      dtype=float32))\n",
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      "         [4.62741809e-06, 0.00000000e+00, 1.69653766e-04, ...,\n",
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      "         [0.00000000e+00, 0.00000000e+00, 4.90712373e-05, ...,\n",
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      "          0.00000000e+00, 4.35313341e-05, 1.60333599e-04]],\n",
      "\n",
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      "          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
      "         [1.73295278e-03, 0.00000000e+00, 1.12168386e-03, ...,\n",
      "          3.36262368e-04, 0.00000000e+00, 0.00000000e+00],\n",
      "         [7.98100737e-05, 0.00000000e+00, 2.58338841e-04, ...,\n",
      "          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
      "         [2.36430278e-04, 0.00000000e+00, 0.00000000e+00, ...,\n",
      "          0.00000000e+00, 1.19096439e-05, 1.24302005e-05]],\n",
      "\n",
      "        [[1.17094966e-03, 0.00000000e+00, 3.73453368e-05, ...,\n",
      "          2.71740806e-04, 0.00000000e+00, 0.00000000e+00],\n",
      "         [1.18911022e-03, 0.00000000e+00, 4.93075582e-04, ...,\n",
      "          1.00091391e-03, 0.00000000e+00, 0.00000000e+00],\n",
      "         [6.90137967e-04, 6.49213209e-04, 5.32529550e-04, ...,\n",
      "          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
      "         [1.93832195e-04, 1.46381572e-04, 0.00000000e+00, ...,\n",
      "          0.00000000e+00, 4.75502166e-04, 1.27926556e-04]],\n",
      "\n",
      "        [[1.31113093e-05, 0.00000000e+00, 0.00000000e+00, ...,\n",
      "          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
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      "          0.00000000e+00, 6.03285036e-04, 1.53779212e-04],\n",
      "         [5.43290407e-05, 0.00000000e+00, 0.00000000e+00, ...,\n",
      "          0.00000000e+00, 5.54569397e-06, 0.00000000e+00],\n",
      "         [0.00000000e+00, 1.71380569e-04, 0.00000000e+00, ...,\n",
      "          0.00000000e+00, 3.06855974e-04, 1.18833494e-04]]]],\n",
      "      dtype=float32))\n",
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      "         [ 0.0000000e+00,  0.0000000e+00, -8.0995422e-05, ...,\n",
      "          -5.4757536e-04,  0.0000000e+00,  0.0000000e+00],\n",
      "         [-0.0000000e+00, -7.8497411e-05,  3.3986187e-05, ...,\n",
      "          -3.0921007e-04,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 3.5562371e-05,  2.2228705e-05, -1.7868584e-05, ...,\n",
      "          -2.3492258e-04, -1.9794980e-04,  0.0000000e+00]],\n",
      "\n",
      "        [[ 0.0000000e+00,  0.0000000e+00,  2.5767487e-04, ...,\n",
      "           8.9181303e-06,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  3.1639909e-04, ...,\n",
      "          -1.4316487e-04,  0.0000000e+00,  9.2408899e-04],\n",
      "         [ 0.0000000e+00,  0.0000000e+00, -1.7197461e-05, ...,\n",
      "          -8.7721396e-04,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00, -1.9566352e-04, -8.6551423e-05, ...,\n",
      "          -6.3200227e-05,  4.0346372e-04,  1.1192881e-04]],\n",
      "\n",
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      "           0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 4.0312796e-05,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           2.6371633e-04,  0.0000000e+00,  1.6410673e-03],\n",
      "         [ 0.0000000e+00, -9.8744240e-05, -5.5157594e-05, ...,\n",
      "          -3.0769204e-04,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  1.1498310e-04,  4.1050903e-06, ...,\n",
      "           6.0877472e-04, -9.8522098e-05,  0.0000000e+00]],\n",
      "\n",
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      "          -1.8192297e-04, -6.3991531e-05,  4.7996793e-05],\n",
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      "           0.0000000e+00, -1.2532024e-04,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  2.5060010e-04,  0.0000000e+00, ...,\n",
      "           5.1404870e-05,  1.0429680e-05,  1.4606529e-04]]]],\n",
      "      dtype=float32))\n",
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      "         [ 0.0000000e+00,  0.0000000e+00,  1.3487466e-04, ...,\n",
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      "         [-0.0000000e+00,  3.4037363e-05,  2.2387292e-04, ...,\n",
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      "         [ 3.4631987e-05, -1.4124723e-05,  7.1142720e-05, ...,\n",
      "           2.0563992e-04,  9.8754885e-05,  0.0000000e+00]],\n",
      "\n",
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      "           1.0761388e-03,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  0.0000000e+00,  6.7196554e-04, ...,\n",
      "           1.2479754e-03,  0.0000000e+00,  7.0819660e-04],\n",
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      "           8.7744324e-05,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  3.4308302e-06,  4.3278878e-06, ...,\n",
      "           1.6127659e-04,  1.0391987e-03,  5.9187965e-05]],\n",
      "\n",
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      "         [ 3.6442492e-05,  0.0000000e+00,  0.0000000e+00, ...,\n",
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      "         [ 0.0000000e+00,  2.0855818e-04,  1.1226675e-04, ...,\n",
      "           1.4388431e-03,  1.7063864e-04,  0.0000000e+00]],\n",
      "\n",
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      "           0.0000000e+00,  1.1517488e-04,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  4.2571514e-04,  0.0000000e+00, ...,\n",
      "           7.0047181e-04,  3.9180098e-04,  9.0046939e-05]]]],\n",
      "      dtype=float32))\n",
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      "         [-0.0000000e+00,  3.4037363e-05,  2.2387292e-04, ...,\n",
      "           3.1943183e-04,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 3.4631987e-05, -1.4124723e-05,  7.1142720e-05, ...,\n",
      "           2.0563992e-04,  9.8754885e-05,  0.0000000e+00]],\n",
      "\n",
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      "           1.0761388e-03,  0.0000000e+00,  0.0000000e+00],\n",
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      "         [ 0.0000000e+00,  3.4308302e-06,  4.3278878e-06, ...,\n",
      "           1.6127659e-04,  1.0391987e-03,  5.9187965e-05]],\n",
      "\n",
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      "         [ 0.0000000e+00,  2.0855818e-04,  1.1226675e-04, ...,\n",
      "           1.4388431e-03,  1.7063864e-04,  0.0000000e+00]],\n",
      "\n",
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      "           5.0891779e-04,  0.0000000e+00,  1.3676596e-04],\n",
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      "           0.0000000e+00,  1.1517488e-04,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  4.2571514e-04,  0.0000000e+00, ...,\n",
      "           7.0047181e-04,  3.9180098e-04,  9.0046939e-05]]]],\n",
      "      dtype=float32))\n",
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      "          -4.5324923e-04,  0.0000000e+00,  0.0000000e+00],\n",
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      "          -3.1206454e-04,  0.0000000e+00, -0.0000000e+00],\n",
      "         [-3.9773528e-03,  0.0000000e+00,  0.0000000e+00, ...,\n",
      "           0.0000000e+00, -3.2222186e-05,  3.1916524e-04]],\n",
      "\n",
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      "         [ 6.2999320e-03,  0.0000000e+00, -8.0589196e-03, ...,\n",
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      "         [-2.4052593e-03,  0.0000000e+00, -4.2880424e-03, ...,\n",
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      "           0.0000000e+00, -1.0773394e-04,  2.6603177e-04]],\n",
      "\n",
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      "           6.5254502e-04,  0.0000000e+00,  0.0000000e+00],\n",
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      "         [-3.8003072e-05,  2.1469159e-04,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  2.9131973e-03,  4.1321327e-04]],\n",
      "\n",
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      "         [-3.5111643e-03,  2.1355173e-04,  0.0000000e+00, ...,\n",
      "           0.0000000e+00,  2.8656120e-03,  2.7610638e-04]]]],\n",
      "      dtype=float32))\n",
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      "          -0.0000000e+00, -0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
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      "          -0.0000000e+00, -0.0000000e+00, -0.0000000e+00],\n",
      "         [-4.7369895e-04, -0.0000000e+00,  2.0257500e-03, ...,\n",
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      "\n",
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      "\n",
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      "          -0.0000000e+00, -0.0000000e+00, -0.0000000e+00],\n",
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      "          -0.0000000e+00, -2.6797451e-04,  0.0000000e+00]]]],\n",
      "      dtype=float32))\n",
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      "          -0.0000000e+00, -0.0000000e+00, -0.0000000e+00]],\n",
      "\n",
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      "\n",
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      "\n",
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      "          -0.0000000e+00,  2.3753149e-03,  0.0000000e+00]]]],\n",
      "      dtype=float32))\n",
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      "\n",
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      "         [ 2.2932624e-03,  0.0000000e+00, -1.3067649e-03, ...,\n",
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      "\n",
      "        [[ 1.1517122e-02,  0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 2.5932183e-03,  0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -4.8454205e-04,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 6.4779515e-03,  2.1359990e-03, -3.2862014e-04, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -0.0000000e+00,  2.5231680e-03,  0.0000000e+00]],\n",
      "\n",
      "        [[ 6.3805666e-04,  0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 2.9199247e-03,  0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -0.0000000e+00,  6.4611173e-04,  0.0000000e+00],\n",
      "         [ 2.1929585e-03,  0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 1.6741932e-03,  0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -0.0000000e+00,  1.0755570e-03,  0.0000000e+00]]]],\n",
      "      dtype=float32))\n",
      "((68, 0), array([[[[ 4.3512913e-03,  0.0000000e+00, -3.2528536e-03, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 5.1571848e-03,  0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -6.7223882e-05,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  0.0000000e+00, -1.8945438e-03, ...,\n",
      "          -1.0165632e-03,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 4.0771598e-03,  0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        [[ 5.8927843e-03,  0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 8.9565385e-03,  0.0000000e+00, -2.9927555e-03, ...,\n",
      "          -8.2975999e-04,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 2.2932624e-03,  0.0000000e+00, -1.3067649e-03, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 4.0435693e-03,  0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00,  0.0000000e+00]],\n",
      "\n",
      "        [[ 1.1517122e-02,  0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 2.5932183e-03,  0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -4.8454205e-04,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 6.4779515e-03,  2.1359990e-03, -3.2862014e-04, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 0.0000000e+00,  0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -0.0000000e+00,  2.5231680e-03,  0.0000000e+00]],\n",
      "\n",
      "        [[ 6.3805666e-04,  0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 2.9199247e-03,  0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -0.0000000e+00,  6.4611173e-04,  0.0000000e+00],\n",
      "         [ 2.1929585e-03,  0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -0.0000000e+00,  0.0000000e+00,  0.0000000e+00],\n",
      "         [ 1.6741932e-03,  0.0000000e+00, -0.0000000e+00, ...,\n",
      "          -0.0000000e+00,  1.0755570e-03,  0.0000000e+00]]]],\n",
      "      dtype=float32))\n",
      "((69, 0), array([[ 6.27852157e-02,  2.13599904e-03, -9.77553800e-03,\n",
      "        -2.31780671e-03, -3.71641223e-03, -1.08004118e-04,\n",
      "         1.63992010e-02, -5.11319796e-03, -3.65339383e-03,\n",
      "        -2.04969966e-03, -4.14772332e-02, -5.33665437e-03,\n",
      "        -2.40506064e-02, -1.02100680e-02, -3.14619415e-03,\n",
      "        -5.04533760e-02,  1.10233855e-03,  4.68242960e-03,\n",
      "         3.45579423e-02,  2.58342223e-03,  2.59966869e-03,\n",
      "        -1.26213636e-02, -1.32693658e-02,  1.71314478e-02,\n",
      "        -2.03252174e-02,  6.12800084e-02, -2.05127355e-02,\n",
      "        -2.65041701e-02,  2.27884874e-02, -1.06050922e-02,\n",
      "         2.55329884e-03,  3.27249318e-02,  3.33165494e-03,\n",
      "        -9.05130245e-03,  1.67037919e-02, -3.12598248e-04,\n",
      "         6.66380278e-04,  4.68750542e-04,  1.02994926e-01,\n",
      "         1.54988855e-01, -1.31336628e-02,  1.06170915e-01,\n",
      "         4.10212000e-04, -3.58836465e-02, -1.17042325e-02,\n",
      "         1.32931108e-02, -1.19970385e-02,  3.00586247e-03,\n",
      "        -6.13387302e-02,  1.55696794e-02, -4.24107508e-04,\n",
      "         1.04483692e-02,  4.32078615e-02, -1.74064320e-02,\n",
      "        -1.17448485e-02, -2.18453091e-02, -1.70479156e-02,\n",
      "         1.77014157e-01, -5.46984226e-02, -8.59263353e-03,\n",
      "         6.02291636e-02,  7.99439289e-03, -1.09322621e-02,\n",
      "         1.69182417e-03, -0.00000000e+00,  1.62297785e-02,\n",
      "        -5.64325228e-03,  3.20436694e-02, -1.62337045e-03,\n",
      "         6.06774352e-02,  5.71235791e-02,  1.95552967e-03,\n",
      "         5.82719930e-02, -1.23086637e-02, -1.64646027e-03,\n",
      "         1.84883960e-02, -4.45351750e-03,  3.94136719e-02,\n",
      "         2.30336450e-02, -1.67344604e-02,  1.07359532e-02,\n",
      "         6.62284438e-03, -5.28379250e-03,  4.10222784e-02,\n",
      "        -2.10904032e-02, -2.64950488e-02, -1.88492648e-02,\n",
      "        -6.67328686e-02,  2.42034011e-02, -4.88858577e-03,\n",
      "         1.68874320e-02, -2.09863763e-02,  2.70599723e-02,\n",
      "        -1.53301936e-02,  4.08302210e-02, -2.70761852e-03,\n",
      "         1.59919679e-01,  1.84837729e-02,  8.09509773e-03,\n",
      "        -6.00920478e-03, -9.15870070e-03,  1.25067122e-03,\n",
      "        -4.12342325e-02,  5.54164648e-02,  1.14905939e-01,\n",
      "         8.95301055e-04,  1.52073940e-02, -1.91374845e-03,\n",
      "        -3.42377997e-03, -1.23905456e-02, -1.18368529e-02,\n",
      "        -1.94355715e-02, -5.66803617e-04, -4.22601588e-02,\n",
      "        -1.15665859e-02,  8.57234932e-04,  5.65139428e-02,\n",
      "         7.53947347e-02,  1.22000426e-02,  3.44834290e-02,\n",
      "         9.73917730e-03, -2.52703810e-03, -8.08738470e-02,\n",
      "        -2.49642320e-02, -3.98433348e-03,  2.60904431e-02,\n",
      "         3.04309148e-02,  4.29171436e-02,  2.37014275e-02,\n",
      "        -1.09772058e-02, -1.57304830e-03,  2.52581784e-03,\n",
      "         3.92758613e-03,  4.93614096e-03,  1.05424765e-02,\n",
      "        -3.08355708e-02, -5.54549042e-03,  6.84085041e-02,\n",
      "         4.82018990e-03, -2.17301324e-02, -9.68849938e-03,\n",
      "        -2.62923213e-03,  2.72695580e-03,  3.13960947e-02,\n",
      "        -1.48629779e-02,  3.52799986e-03,  9.28548723e-03,\n",
      "        -3.13056284e-03, -3.97123806e-02,  6.58628158e-03,\n",
      "         2.10127570e-02,  5.54376002e-03,  5.28195575e-02,\n",
      "        -1.13823973e-02,  4.69556265e-02,  4.83097392e-04,\n",
      "        -5.87459840e-03,  2.47752015e-02,  2.02530678e-02,\n",
      "        -6.45210966e-02,  2.13585654e-03, -3.60140041e-03,\n",
      "        -6.95272209e-03,  8.51813797e-03,  3.77047900e-03,\n",
      "         6.21019863e-03,  1.18502349e-01,  3.33087415e-01,\n",
      "         1.15676392e-02, -2.93699559e-03, -3.72715294e-03,\n",
      "         2.51838658e-03,  9.75289475e-03, -1.64299761e-03,\n",
      "         1.82989705e-03, -6.23811707e-02,  3.29021625e-02,\n",
      "         8.38908553e-03, -2.05866434e-02, -2.64929770e-03,\n",
      "         7.11652189e-02,  2.48199049e-03,  2.41679535e-03,\n",
      "         9.66673251e-03, -3.44866258e-03,  4.40877816e-03,\n",
      "         2.05720798e-03,  9.02476609e-02, -1.63913779e-02,\n",
      "        -2.92858612e-02,  4.98142503e-02, -1.49003230e-03,\n",
      "        -3.69178772e-04, -2.35619664e-04,  1.18401572e-02,\n",
      "         6.52024336e-03,  1.30185019e-02,  2.72045401e-03,\n",
      "         3.05219777e-02, -1.32736368e-02,  3.48575786e-02,\n",
      "        -1.12340217e-02, -2.32138634e-02,  3.02971657e-02,\n",
      "        -5.92514966e-03, -2.39965022e-02, -1.57999191e-02,\n",
      "        -2.59999204e-02, -1.24939065e-02,  2.34757718e-02,\n",
      "         8.95187259e-03, -1.59101270e-04,  3.58384252e-02,\n",
      "        -7.05208927e-02, -1.01144919e-02,  3.92531753e-02,\n",
      "        -2.42558215e-03,  6.75961375e-03,  4.66052704e-02,\n",
      "        -6.48094760e-03,  4.43648174e-03, -1.08116604e-02,\n",
      "         8.16149265e-02, -1.38682187e-01, -2.56033931e-02,\n",
      "         3.71191874e-02, -3.69453840e-02, -0.00000000e+00,\n",
      "         4.85753864e-02, -1.30724218e-02,  7.42370337e-02,\n",
      "         1.21472411e-01,  5.84771298e-02,  2.34412104e-02,\n",
      "         1.99935902e-02,  9.69955139e-03,  5.89302443e-02,\n",
      "        -9.24473070e-03,  8.69248743e-06, -0.00000000e+00,\n",
      "        -0.00000000e+00,  3.62220742e-02, -4.44540009e-02,\n",
      "         1.41847342e-01,  2.20760275e-02, -2.18050875e-04,\n",
      "         1.54304095e-02,  6.21432252e-02,  2.72333575e-03,\n",
      "         4.97559421e-02,  3.87365632e-02,  1.30279092e-02,\n",
      "         3.30898762e-02, -5.33653796e-03, -5.58890868e-03,\n",
      "         7.97659159e-02,  2.68618856e-02,  3.42743956e-02,\n",
      "        -2.34601175e-04,  4.65822071e-02,  2.03553904e-02,\n",
      "        -1.58956740e-02, -1.36243340e-04,  3.32296528e-02,\n",
      "        -9.30874050e-03, -2.01287065e-02,  4.62198477e-05,\n",
      "        -1.59993879e-02,  4.87406971e-04,  3.19152810e-02,\n",
      "         3.49777117e-02,  1.27688915e-01, -1.79393776e-02,\n",
      "        -7.42087199e-04,  4.33761580e-03, -1.75564771e-03,\n",
      "        -1.22407777e-02,  5.10859676e-02,  1.05153630e-02,\n",
      "        -2.28271610e-03,  2.96779051e-02, -4.69137821e-03,\n",
      "        -2.39311787e-03, -1.28689490e-03,  1.17072798e-01,\n",
      "         9.72190220e-03,  6.80088773e-02,  3.09166946e-02,\n",
      "        -1.62997916e-02, -2.23796256e-02,  4.01798151e-02,\n",
      "        -2.81990389e-03, -4.17873869e-03, -9.09079798e-03,\n",
      "         5.23647442e-02, -8.49241391e-03,  6.41837940e-02,\n",
      "         1.26401410e-02,  3.19639742e-02, -0.00000000e+00,\n",
      "         1.63337514e-02, -4.14679460e-02,  1.11062983e-02,\n",
      "         2.28079371e-02, -1.62740313e-02, -3.40148364e-03,\n",
      "         1.03236623e-02,  4.73109027e-03,  7.09727928e-02,\n",
      "        -2.79642321e-04,  9.18405037e-03, -9.19674616e-03,\n",
      "         7.71464838e-05, -7.06387358e-03,  3.30586918e-02,\n",
      "        -3.11160926e-02,  1.08499750e-02, -1.20140770e-02,\n",
      "         3.81611928e-04, -2.59183464e-03,  2.35516601e-03,\n",
      "         2.92482432e-02,  1.03092277e-02,  7.86956027e-02,\n",
      "         6.26365915e-02, -9.23606381e-03,  8.11008271e-03,\n",
      "         3.53489965e-02,  6.29188046e-02, -8.48760537e-04,\n",
      "        -2.00318312e-03,  1.17915437e-01, -5.71656181e-03,\n",
      "        -1.44657856e-02, -6.88412366e-03, -3.48350150e-04,\n",
      "        -7.65583850e-03, -5.24003292e-03, -7.47429393e-03,\n",
      "         3.96931209e-02, -1.54841514e-02, -7.86222331e-03,\n",
      "         6.02594846e-05, -4.33848798e-03, -3.42802191e-03,\n",
      "         1.64708833e-03,  3.48029211e-02, -4.73085884e-03,\n",
      "         2.18787417e-03,  4.91743013e-02, -2.62992980e-04,\n",
      "         2.88960170e-02, -8.99246708e-03, -1.85441282e-02,\n",
      "        -7.86560960e-03,  9.25767701e-03,  6.77021146e-02,\n",
      "        -4.93309414e-03,  1.95894929e-04,  0.00000000e+00,\n",
      "         1.71031635e-02,  1.42335892e-01,  6.54974058e-02,\n",
      "         1.63350757e-02,  2.09364351e-02,  2.19219527e-03,\n",
      "         1.82362087e-02,  6.37932494e-03, -8.94703902e-03,\n",
      "        -2.01655589e-02,  1.10665429e-03,  5.78353778e-02,\n",
      "         6.86330302e-03, -3.19119962e-03, -1.58922005e-04,\n",
      "         2.71792468e-02,  7.93352257e-03,  7.72731304e-02,\n",
      "         2.04118546e-02, -3.04083787e-02,  1.14596389e-01,\n",
      "        -1.20219996e-03,  6.18924238e-02, -1.84758399e-02,\n",
      "         2.88691800e-02,  1.07373381e-02,  0.00000000e+00,\n",
      "         1.97528210e-02, -1.57228597e-02, -9.56499279e-02,\n",
      "        -5.94486576e-03, -2.62601376e-02, -2.15909872e-02,\n",
      "         2.16603149e-02, -1.12301717e-02, -1.16015573e-04,\n",
      "         1.03307690e-03,  1.57418307e-02,  1.76801961e-02,\n",
      "         5.02927415e-03, -1.28522394e-02,  2.04300061e-02,\n",
      "         5.45021631e-02,  5.86932700e-04,  4.90160368e-04,\n",
      "         2.09659841e-02, -1.25311883e-02, -0.00000000e+00,\n",
      "        -4.39085253e-03, -3.30531644e-03,  9.58504621e-03,\n",
      "        -7.84279555e-02, -2.39318702e-03,  8.32365174e-03,\n",
      "         5.90805113e-02, -6.67618737e-02, -9.77215474e-04,\n",
      "         7.36850873e-02,  3.07807457e-02, -1.21755851e-03,\n",
      "         4.45815139e-02,  2.12923680e-02,  1.50707573e-01,\n",
      "         1.87437311e-02, -0.00000000e+00, -6.94152375e-04,\n",
      "        -2.95008766e-03,  8.17581732e-03,  6.01762831e-02,\n",
      "         1.05773117e-02, -4.13374826e-02, -6.25292733e-02,\n",
      "         2.55054310e-02,  1.66371129e-02,  5.13149165e-02,\n",
      "        -2.30726344e-03, -6.96252659e-03,  8.08775425e-03,\n",
      "         2.54733022e-04, -5.23525439e-02, -6.85078884e-03,\n",
      "         2.98790098e-03, -2.99739297e-02, -2.14824174e-02,\n",
      "         2.40413751e-03,  0.00000000e+00, -4.68747551e-03,\n",
      "        -6.10555485e-02, -6.52273512e-03, -1.41810095e-02,\n",
      "         1.80695765e-02,  7.21974149e-02,  2.38538571e-02,\n",
      "        -5.38681028e-03, -2.69953310e-02, -1.79434160e-03,\n",
      "         1.89976133e-02, -4.15354110e-02,  4.86346008e-03,\n",
      "        -7.74050355e-02, -7.28762592e-04,  4.59497161e-02,\n",
      "        -7.54687376e-03,  3.37302350e-02,  1.29626105e-02,\n",
      "         1.60014167e-01,  3.72428857e-02, -4.54677455e-03,\n",
      "        -5.57714794e-03, -9.89114773e-03,  3.65562108e-03,\n",
      "        -3.58186313e-03, -3.31515260e-03,  2.16248818e-02,\n",
      "        -1.24318537e-03, -4.60414449e-03, -6.22197539e-02,\n",
      "         1.56118535e-02,  1.09403752e-01, -2.13489775e-03,\n",
      "         6.48982674e-02, -3.44370455e-02, -1.26250973e-02,\n",
      "        -3.68450372e-03,  2.36339383e-02, -6.71301335e-02,\n",
      "        -2.43453663e-02,  2.82469834e-03, -2.29399297e-02,\n",
      "         1.37703251e-02,  1.96833730e-01, -2.18709838e-03,\n",
      "        -2.27527246e-02,  3.26352939e-03,  2.51515856e-04,\n",
      "         3.14005069e-03,  1.81688014e-02, -9.49410442e-03,\n",
      "         5.27070314e-02,  1.70835797e-02,  1.76788513e-02,\n",
      "         6.17866144e-02,  1.07324496e-01,  3.82819586e-02,\n",
      "         3.88419861e-03, -6.80540269e-03,  1.39744310e-02,\n",
      "        -7.87896756e-03, -1.82238482e-02, -2.39808904e-03,\n",
      "         4.24483651e-03,  0.00000000e+00]], dtype=float32))\n",
      "((70, 0), array([[0.      , 0.      , 5.498156, 0.      ]], dtype=float32))\n"
     ]
    }
   ],
   "source": [
    "for score in relScore:\n",
    "    print(score)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "def remove_ticks_and_labels(ax):\n",
    "    ax.get_xaxis().set_visible(False)\n",
    "    ax.get_yaxis().set_visible(False)\n",
    "    ax.tick_params(axis='both', which='both', length=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "def decisionVisualization(img, xaiMethod, vizMethod):\n",
    "    # Add batch axis and preprocess   \n",
    "\n",
    "    fig = plt.figure(constrained_layout=False,figsize=[6,3])\n",
    "    gs1 = fig.add_gridspec(nrows=1, ncols=2, left=1, right=1.8)\n",
    "\n",
    "    fig_ax1 = fig.add_subplot(gs1[0, 0])\n",
    "    fig_ax2 = fig.add_subplot(gs1[0, 1])\n",
    "\n",
    "    gs2 = fig.add_gridspec(nrows=1, ncols=1, left=1.92, right=2.6)\n",
    "\n",
    "    fig_ax3 = fig.add_subplot(gs2[0, 0])\n",
    "\n",
    "    fig_ax1.imshow(img, cmap ='gray')\n",
    "    fig_ax1.set_title(\"Input radiograph\")\n",
    "\n",
    "    remove_ticks_and_labels(fig_ax1)\n",
    "    \n",
    "    if vizMethod == 'LRP':\n",
    "        norm = LRP[0,:,:,0] \n",
    "\n",
    "        fig_ax2.imshow(img, cmap ='Spectral')\n",
    "        fig_ax2.imshow(norm, vmax = 1, vmin = -1,alpha=0.45, cmap=\"jet\")\n",
    "        fig_ax2.set_title(str(vizMethod))\n",
    "        remove_ticks_and_labels(fig_ax2)\n",
    "\n",
    "        #x_probs = [0.12, 0.30, 0.48, 0.10]\n",
    "        x_probs = softMaxProb\n",
    "        \n",
    "        x_probs = np.asarray(x_probs, dtype=np.float32)\n",
    "        y_pos = np.array([0, 1, 2, 3])\n",
    "        y_objects = ('Type-1','Type-2','Type-3','Type-4') #Infection type\n",
    "        y_labels = ['Normal', 'Bacterial', 'Non-COVID19 Viral', 'COVID-19 Viral']\n",
    "\n",
    "        fig_ax3.barh(y_pos, x_probs, color='green', align='center', alpha=0.3)\n",
    "        fig_ax3.set_title(\"Explanations\")\n",
    "    \n",
    "        for i, v in enumerate(x_probs):\n",
    "            fig_ax3.text(v - 0.07, i + 0.1 , '{0:.2f}   {1}'.format(v,y_labels[i]))\n",
    "    \n",
    "        fig_ax3.set_yticks(y_pos)\n",
    "        fig_ax3.set_yticklabels(y_objects)\n",
    "        fig_ax3.invert_yaxis()  # labels read top-to-bottom\n",
    "        fig_ax3.set_xticks([0, 0.25, 0.5, 0.75])\n",
    "\n",
    "        fig.savefig('explanation.png')\n",
    "        \n",
    "    if vizMethod == 'CAM':\n",
    "\n",
    "        fig_ax2.imshow(img, cmap ='gray')\n",
    "        fig_ax2.imshow(xaiMethod, alpha=0.45, cmap=\"jet\")\n",
    "        fig_ax2.set_title(str(vizMethod))\n",
    "        remove_ticks_and_labels(fig_ax2)\n",
    "\n",
    "        #x_probs = [0.12, 0.30, 0.48, 0.10]\n",
    "        x_probs = softMaxProb\n",
    "        x_probs = np.asarray(x_probs, dtype=np.float32)\n",
    "        y_pos = np.array([0, 1, 2, 3])\n",
    "        y_objects = ('Type-1','Type-2','Type-3','Type-4') #Infection type\n",
    "        y_labels = ['Normal', 'Bacterial', 'Non-COVID19 Viral', 'COVID-19 Viral']\n",
    "\n",
    "        fig_ax3.barh(y_pos, x_probs, color='blue', align='center', alpha=0.3)\n",
    "        fig_ax3.set_title(\"Explanations\")\n",
    "    \n",
    "        for i, v in enumerate(x_probs):\n",
    "            fig_ax3.text(v - 0.07, i + 0.1 , '{0:.2f}   {1}'.format(v,y_labels[i]))\n",
    "    \n",
    "        fig_ax3.set_yticks(y_pos)\n",
    "        fig_ax3.set_yticklabels(y_objects)\n",
    "        fig_ax3.invert_yaxis()  # labels read top-to-bottom\n",
    "        fig_ax3.set_xticks([0, 0.25, 0.5, 0.75])\n",
    "\n",
    "        fig.savefig('explanation.png')\n",
    "        \n",
    "    if vizMethod == 'CAMPlus':\n",
    "\n",
    "        fig_ax2.imshow(img, cmap ='gray')\n",
    "        fig_ax2.imshow(xaiMethod, alpha=0.45, cmap=\"jet\")\n",
    "        fig_ax2.set_title(str(vizMethod))\n",
    "        remove_ticks_and_labels(fig_ax2)\n",
    "\n",
    "        #x_probs = [0.12, 0.30, 0.48, 0.10]\n",
    "        x_probs = softMaxProb\n",
    "        x_probs = np.asarray(x_probs, dtype=np.float32)\n",
    "        y_pos = np.array([0, 1, 2, 3])\n",
    "        y_objects = ('Type-1','Type-2','Type-3','Type-4') #Infection type\n",
    "        y_labels = ['Normal', 'Bacterial', 'Non-COVID19 Viral', 'COVID-19 Viral']\n",
    "\n",
    "        fig_ax3.barh(y_pos, x_probs, color='red', align='center', alpha=0.3)\n",
    "        fig_ax3.set_title(\"Explanations\")\n",
    "    \n",
    "        for i, v in enumerate(x_probs):\n",
    "            fig_ax3.text(v - 0.07, i + 0.1 , '{0:.2f}   {1}'.format(v,y_labels[i]))\n",
    "    \n",
    "        fig_ax3.set_yticks(y_pos)\n",
    "        fig_ax3.set_yticklabels(y_objects)\n",
    "        fig_ax3.invert_yaxis()  # labels read top-to-bottom\n",
    "        fig_ax3.set_xticks([0, 0.25, 0.5, 0.75])\n",
    "\n",
    "        fig.savefig('explanation.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "decisionVisualization(img, xaiMethod=LRP, vizMethod='LRP')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "decisionVisualization(img, xaiMethod=gradCAM, vizMethod='CAM')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "decisionVisualization(img, xaiMethod=gradCAMPlus, vizMethod='CAMPlus')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [],
   "name": "Decision_Visualization_GradCAM++ (1).ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
